{"id":"W4410192093","doi":"10.36834/cmej.81457","title":"Faculty belonging may be more important than we realize","year":2025,"lang":"en","type":"letter","venue":"Canadian Medical Education Journal","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Data science; Computational biology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005161706,0.0005611018,0.0009855884,0.0006175049,0.01158811,0.005103335,0.001456326,0.03510521,0.01070642],"category_scores_gemma":[0.03649693,0.0004123791,0.0006579583,0.00081769,0.008759959,0.007369948,0.004341857,0.04171653,0.005957772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009443187,"about_ca_system_score_gemma":0.01058643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04846757,"about_ca_topic_score_gemma":0.09854707,"domain_scores_codex":[0.9900955,0.002550148,0.0006537057,0.0009100254,0.003726282,0.002064225],"domain_scores_gemma":[0.9821411,0.006560945,0.00153794,0.0006234589,0.003461242,0.005675269],"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":[0.00002513098,0.00003237068,0.00122448,0.00005413883,0.000007504524,0.00141791,0.001529207,0.00001855394,0.0001671382,0.006833012,0.9750522,0.01363838],"study_design_scores_gemma":[0.00005872172,0.00007019991,0.004008799,0.0005961745,0.00001715192,0.00345798,0.009687916,0.0001585998,0.0002548015,0.01473077,0.9668586,0.0001002595],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005380752,0.000814395,0.00003540027,0.9888567,0.005132903,0.000003484295,0.00001087769,0.000007299319,0.004600843],"genre_scores_gemma":[0.01208196,0.001418471,0.0001030835,0.9660519,0.008624217,0.00001564265,0.00001557284,0.00001512109,0.01167411],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04846757,"threshold_uncertainty_score":0.09637094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04984361707629189,"score_gpt":0.4447712693807785,"score_spread":0.3949276523044866,"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."}}