{"id":"W4313888162","doi":"10.20933/100001250","title":"IKT for Research Stage 3: Proposal Development","year":2022,"lang":"en","type":"report","venue":"","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Simon Fraser University; University of Dundee","keywords":"General partnership; Knowledge translation; Stakeholder; Stakeholder engagement; Knowledge transfer; Public relations; Best practice; Medical education; Translational research; Dialog box; Political science; Knowledge management; Engineering; Business; Sociology; Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["open_science"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["open_science"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1267609,0.001458946,0.001757588,0.005736844,0.00775605,0.01516001,0.00614552,0.00842947,0.2428898],"category_scores_gemma":[0.2459406,0.00214364,0.003029866,0.003636244,0.004923176,0.00869271,0.01700385,0.01215777,0.1044514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01322457,"about_ca_system_score_gemma":0.08070461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005382497,"about_ca_topic_score_gemma":0.00619648,"domain_scores_codex":[0.9200857,0.04448577,0.005800029,0.005906624,0.01647714,0.007244771],"domain_scores_gemma":[0.785083,0.1018056,0.005793475,0.02144932,0.0579298,0.02793884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00167102,0.000741388,0.001172171,0.005415685,0.00005905361,0.002046668,0.05503679,0.0007549936,0.004183611,0.07457495,0.5564138,0.2979299],"study_design_scores_gemma":[0.0003167268,0.0003291356,0.0009101742,0.002278914,0.00003234078,0.0002698917,0.01180421,0.0004818914,0.001596988,0.01814554,0.9637338,0.0001004362],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03147666,0.003571374,0.1971627,0.1153854,0.04049462,0.2399705,0.0218993,0.00936004,0.3406794],"genre_scores_gemma":[0.06153761,0.002095034,0.3064286,0.02364395,0.003329599,0.277229,0.009834315,0.00640026,0.3095017],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2428898,"threshold_uncertainty_score":0.8125474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9721307628349205,"score_gpt":0.8474813893636434,"score_spread":0.1246493734712771,"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."}}