{"id":"W4285469697","doi":"10.1186/s13012-021-01110-6","title":"Proceedings from the 13th Annual Conference on the Science of Dissemination and Implementation","year":2021,"lang":"en","type":"article","venue":"Implementation Science","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Washington","keywords":"Medical education; Scholarship; Agency (philosophy); Medicine; Panel discussion; Health services research; Public relations; Health care; Political science; Public health; Nursing; Sociology; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008461623,0.0001577553,0.0001688544,0.0002028339,0.003812023,0.0002129924,0.0008648367,0.00003299843,0.00160444],"category_scores_gemma":[0.003048849,0.0001006426,0.00002480061,0.003147558,0.001898569,0.001529625,0.0004363248,0.0002690953,0.00004148323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003220741,"about_ca_system_score_gemma":0.003671645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008978504,"about_ca_topic_score_gemma":0.000571419,"domain_scores_codex":[0.9953355,0.0002951883,0.0009570059,0.0006512011,0.001985738,0.0007754227],"domain_scores_gemma":[0.9929987,0.002816257,0.000780838,0.0003926434,0.002800316,0.0002112303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003051154,0.00003711728,0.1012011,0.00005405052,0.00001098585,9.108725e-7,0.2576507,0.000001420276,0.3031952,0.2917942,0.01883988,0.02718398],"study_design_scores_gemma":[0.0006420898,0.00008777972,0.5420226,0.0000711586,0.00001381531,0.000002331146,0.3625494,0.0001769675,0.0875444,0.00316228,0.003584509,0.0001426982],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9507555,0.000008439994,0.0002556211,0.04501387,0.0003196768,0.00124752,0.0003632673,0.00002826716,0.002007816],"genre_scores_gemma":[0.992379,0.00003464361,0.0006927322,0.006459453,0.00009526678,0.0002322552,0.00001756638,0.000008546848,0.00008056356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4408215,"threshold_uncertainty_score":0.9993082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5408484271391576,"score_gpt":0.7085167248938772,"score_spread":0.1676682977547196,"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."}}