{"id":"W4410890498","doi":"10.20343/teachlearninqu.13.29","title":"Is the Course Working? An Account of Our Development of an Instrument to Measure the Science Attitudes and Skills of Undergraduate Students Outside of Science Disciplines","year":2025,"lang":"en","type":"article","venue":"Teaching & Learning Inquiry The ISSOTL Journal","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Brandon University","funders":"","keywords":"Measure (data warehouse); Mathematics education; Course (navigation); Psychology; Higher education; Pedagogy; Medical education; Computer science; Engineering; Medicine; Political science","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":[0.01214881,0.0006731874,0.0002603842,0.001871517,0.003315653,0.004374249,0.00105243,0.001318102,0.005186095],"category_scores_gemma":[0.01024466,0.0005259384,0.0004338074,0.001830176,0.002612563,0.00347231,0.002425672,0.003574343,0.002093989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004316553,"about_ca_system_score_gemma":0.004951612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008023945,"about_ca_topic_score_gemma":0.01905382,"domain_scores_codex":[0.9948186,0.002635774,0.0003385485,0.0004239734,0.001307048,0.0004761007],"domain_scores_gemma":[0.9919402,0.004359153,0.0004257938,0.0007442609,0.001856475,0.0006740404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003774099,0.001783467,0.04680052,0.0007704663,0.00002023509,0.001162184,0.09152825,0.0009684239,0.01223452,0.09090289,0.1276641,0.6257874],"study_design_scores_gemma":[0.00009995807,0.000905199,0.1047385,0.001333626,0.00004564832,0.001405624,0.02046322,0.00517182,0.01166812,0.02148154,0.8325005,0.0001862964],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2658188,0.0069842,0.2128538,0.1505671,0.004478009,0.006815582,0.003277007,0.003670353,0.3455352],"genre_scores_gemma":[0.4725953,0.007019502,0.3346382,0.02683105,0.001332217,0.007634942,0.002268791,0.001409045,0.1462709],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01214881,"threshold_uncertainty_score":0.06424981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09230696337016245,"score_gpt":0.4680574897302678,"score_spread":0.3757505263601053,"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."}}