{"id":"W1639928517","doi":"10.1002/bmb.20696","title":"The TRIPSE: A process‐oriented exam for large undergraduate classes","year":2013,"lang":"en","type":"article","venue":"Biochemistry and Molecular Biology Education","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Mathematics education; Process (computing); Scale (ratio); Frame (networking); Psychology; Medical education; Computer science; Medicine; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.00585544,0.001009849,0.0008285184,0.001362124,0.0008394119,0.001525281,0.001180565,0.0007615548,0.01843718],"category_scores_gemma":[0.02267591,0.0003758252,0.0009567651,0.0007211043,0.0004275259,0.001259106,0.002798452,0.00142712,0.006065701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006415799,"about_ca_system_score_gemma":0.00162288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003390281,"about_ca_topic_score_gemma":0.001125587,"domain_scores_codex":[0.9980053,0.000595229,0.0002764237,0.0002564283,0.0006307617,0.0002358475],"domain_scores_gemma":[0.9904178,0.003322497,0.001462375,0.001115695,0.001622203,0.002059409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003029373,0.009817414,0.08106133,0.0005918812,0.0001471082,0.0009797945,0.004230987,0.005239169,0.03603647,0.004459379,0.08036774,0.7740395],"study_design_scores_gemma":[0.001199285,0.01630778,0.7060149,0.0003286906,0.0001130498,0.002693427,0.003432536,0.02259559,0.04207994,0.01576913,0.1891619,0.0003037477],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8821673,0.0001474855,0.06228812,0.00184079,0.0004376143,0.004405364,0.003864947,0.002737443,0.04211105],"genre_scores_gemma":[0.7980346,0.0003598131,0.1549482,0.0004949722,0.0002388175,0.00634243,0.005435465,0.0004629244,0.03368279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01843718,"threshold_uncertainty_score":0.06167853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01528884035500402,"score_gpt":0.398257063576313,"score_spread":0.382968223221309,"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."}}