{"id":"W4416690461","doi":"10.46747/cfp.711112740","title":"Learners are talking","year":2025,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Family Physicians of Canada","funders":"","keywords":"Family doctors; MEDLINE","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003176756,0.0006795977,0.0006737114,0.001165939,0.02267933,0.01188539,0.001727214,0.005036699,0.05060488],"category_scores_gemma":[0.01581838,0.00039281,0.000762315,0.001171065,0.0116592,0.008747749,0.005849692,0.01057661,0.01441911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01026809,"about_ca_system_score_gemma":0.02366189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3397756,"about_ca_topic_score_gemma":0.4666058,"domain_scores_codex":[0.9928066,0.001378881,0.0001530038,0.0006601081,0.003513565,0.001487923],"domain_scores_gemma":[0.9816051,0.001222224,0.001030443,0.0005664477,0.007449376,0.008126413],"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":[0.00004242493,0.0001237435,0.005836617,0.0002531976,0.00002541926,0.001047673,0.125356,0.0000568733,0.001196496,0.01245409,0.7849677,0.06863977],"study_design_scores_gemma":[0.000008811267,0.0000223153,0.001624881,0.0003066849,0.00002122108,0.0006660203,0.06922765,0.00001941877,0.0001691339,0.001681793,0.9262041,0.00004784278],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0382608,0.01345505,0.00347529,0.3317393,0.024601,0.0001850033,0.000605491,0.001186004,0.586492],"genre_scores_gemma":[0.2616041,0.01460976,0.003996818,0.2496437,0.006432302,0.0001665238,0.0005624848,0.0007451287,0.4622391],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.3397756,"threshold_uncertainty_score":0.6755958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03964092990691342,"score_gpt":0.3667134047230532,"score_spread":0.3270724748161398,"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."}}