{"id":"W4412426032","doi":"10.21203/rs.3.rs-7114807/v1","title":"Do physician associates and medical graduates have comparable knowledge? A re-analysis of progress test data","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Dalhousie University; British Medical Association","keywords":"Test (biology); Correlation; Psychology; Uncorrelated; Medical education; Cohort; Family medicine; Medicine; Statistics; Mathematics; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0147136,0.0005664226,0.001452745,0.008201257,0.0007702807,0.00193103,0.001754369,0.001001921,0.006019694],"category_scores_gemma":[0.08414118,0.0003137953,0.001856069,0.007307024,0.0008750295,0.002446709,0.002057232,0.001301179,0.002534716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001151028,"about_ca_system_score_gemma":0.001601002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02632271,"about_ca_topic_score_gemma":0.01393521,"domain_scores_codex":[0.9838907,0.004719627,0.001975065,0.00256859,0.005097984,0.001748039],"domain_scores_gemma":[0.8453028,0.08726457,0.01399768,0.02194816,0.0283447,0.003142081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001386454,0.0002155181,0.9695488,0.0001643756,0.0009175428,0.000201218,0.00158389,0.0002169435,0.0009941251,0.0002637364,0.002501646,0.02200573],"study_design_scores_gemma":[0.00003857022,0.0003023463,0.9938208,0.00003420311,0.0002902602,0.000142227,0.001409511,0.0002824357,0.0005933902,0.00009985403,0.002972619,0.000013885],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980951,0.0008026519,0.001629532,0.0004495263,0.0001085352,0.0001144195,0.01101124,0.00007293298,0.004860192],"genre_scores_gemma":[0.9875131,0.0001394823,0.0005335141,0.0001375494,0.00004425369,0.00008787646,0.009718809,0.00005395407,0.001771489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02632271,"threshold_uncertainty_score":0.07781386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1675032291442097,"score_gpt":0.5345828618788667,"score_spread":0.367079632734657,"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."}}