{"id":"W4402328208","doi":"10.1101/2024.09.06.24313221","title":"Knowledge mobilization with and for equity-deserving communities invested in research: A scoping review protocol","year":2024,"lang":"en","type":"review","venue":"medRxiv","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Mobilization; Protocol (science); Equity (law); Business; Community mobilization; Knowledge management; Public economics; Political science; Economics; Computer science; Economic growth; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gpt","categories":["metaresearch","scholarly_communication"],"domain":"methods","study_design":"design_other","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"grok","categories":["metaresearch","scholarly_communication","open_science"],"domain":"methods","study_design":"systematic_review","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"opus","categories":["metaresearch","scholarly_communication"],"domain":"reporting","study_design":"systematic_review","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02315876,0.0003093863,0.001417565,0.0008855587,0.0008800621,0.00006123422,0.0006075316,0.0002275389,0.00009416416],"category_scores_gemma":[0.003711671,0.0002135144,0.00006190013,0.002496577,0.0002436432,0.0002331625,0.0009915386,0.00158063,0.0001164806],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005504008,"about_ca_system_score_gemma":0.007199152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002360709,"about_ca_topic_score_gemma":0.0104846,"domain_scores_codex":[0.9881011,0.00811902,0.00190473,0.0004439125,0.0004675885,0.0009636344],"domain_scores_gemma":[0.9905041,0.007527561,0.0005322866,0.0006548681,0.0005400526,0.0002411107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000003470378,0.00001105754,0.0002001222,0.9466365,0.0000072926,9.272185e-7,0.004694088,2.748189e-8,8.436142e-8,0.0004638776,0.002444239,0.04553834],"study_design_scores_gemma":[0.0001945877,0.0000625004,0.000005534306,0.5049685,0.00003911781,0.000001812634,0.0005509913,0.00001290411,4.64454e-8,0.0001027765,0.4939526,0.0001086895],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000007255589,0.6692243,0.00004935875,0.0007807373,0.00007331307,0.3288079,0.00003659085,0.00006511147,0.000955513],"genre_scores_gemma":[7.141995e-7,0.557727,0.0002562517,0.000799918,0.00007194012,0.4408165,0.00002168265,0.00004822041,0.0002577732],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4915083,"threshold_uncertainty_score":0.9984291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9715157305682416,"score_gpt":0.82871523998628,"score_spread":0.1428004905819615,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}