{"id":"W4386600752","doi":"10.36834/cmej.78084","title":"The overcrowded curriculum is alarming","year":2023,"lang":"en","type":"editorial","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Curriculum; Computer science; Data science; Psychology; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.003612845,0.0003660375,0.0004682628,0.0008295953,0.001382557,0.0003582331,0.0008404606,0.00181345,0.01432392],"category_scores_gemma":[0.2791157,0.0002710943,0.0002409761,0.001343661,0.0003922748,0.0001252628,0.00004561438,0.006707054,0.001052562],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002685555,"about_ca_system_score_gemma":0.2746145,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008588627,"about_ca_topic_score_gemma":0.007371748,"domain_scores_codex":[0.9933128,0.0001492324,0.001141071,0.0004343657,0.00398106,0.0009814082],"domain_scores_gemma":[0.9800008,0.00101973,0.0007495225,0.001151228,0.005272325,0.01180643],"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":[0.000005486874,0.00007357616,0.00003674384,0.00006923272,0.0001003051,0.00006844105,0.0003179122,5.726928e-8,2.530624e-7,0.0001453311,0.9002362,0.09894645],"study_design_scores_gemma":[0.00043056,0.00005731411,0.0000967673,0.001254913,0.0001490232,0.000345388,0.001643203,0.0001148277,0.000001156334,0.0003236122,0.9953285,0.0002547728],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0002417226,0.0009387534,0.00001339278,0.1504903,0.8453264,0.0002888813,0.00002051315,0.00004983088,0.002630168],"genre_scores_gemma":[0.00007595393,0.002556169,0.0003158896,0.02878274,0.9479207,0.0001077001,0.0005882079,0.0001310979,0.01952153],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2755029,"threshold_uncertainty_score":0.9999741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007145147640735332,"score_gpt":0.3332657196301152,"score_spread":0.3261205719893799,"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."}}