{"id":"W4410354909","doi":"10.46747/cfp.7105296_1","title":"Collaboration required to fix “hidden curriculum”","year":2025,"lang":"en","type":"letter","venue":"Canadian Family Physician","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Quest University Canada","funders":"","keywords":"Computer science; Curriculum; Data science; World Wide Web; Medical education; Medicine; Psychology; Pedagogy","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":[0.01958802,0.0008078842,0.001055065,0.001086788,0.02070635,0.00714311,0.004104484,0.06914133,0.02205982],"category_scores_gemma":[0.1095526,0.001104524,0.001541008,0.0008669763,0.01139798,0.01013948,0.01080097,0.09544045,0.007495564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0263446,"about_ca_system_score_gemma":0.09348032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1226128,"about_ca_topic_score_gemma":0.2309628,"domain_scores_codex":[0.9649128,0.008014904,0.002282084,0.003142307,0.01179416,0.009853777],"domain_scores_gemma":[0.9019332,0.02872718,0.004768762,0.002951944,0.02332381,0.03829511],"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":[0.00001025823,0.00002644305,0.0003157247,0.00004787102,0.000008627585,0.0008252186,0.0009055171,0.00004209145,0.00017309,0.009019641,0.9812088,0.007416723],"study_design_scores_gemma":[0.00004205771,0.00004149638,0.0007368079,0.0005054733,0.00001330142,0.001149947,0.002720319,0.000210304,0.0001648657,0.009714325,0.9846172,0.00008400258],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002141997,0.000357855,0.0003361494,0.988177,0.008217368,0.00001373253,0.00001124424,0.00003483974,0.002637671],"genre_scores_gemma":[0.003509717,0.0001894455,0.0004299436,0.9885042,0.003465875,0.00002606549,0.00001190438,0.00003488737,0.003827915],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1226128,"threshold_uncertainty_score":0.2437983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02379279812665744,"score_gpt":0.3283588485365587,"score_spread":0.3045660504099013,"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."}}