{"id":"W2093030283","doi":"10.1177/000841740507200303","title":"A Web-Based Tutorial to Enhance Student Learning of Activity Analysis","year":2005,"lang":"en","type":"article","venue":"Canadian Journal of Occupational Therapy","topic":"Occupational Therapy Practice and Research","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Summative assessment; Computer science; Psychology; Mathematics education; Multimedia; Formative assessment","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"grok","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"opus","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005452839,0.0007706647,0.0002889492,0.0006338375,0.000216884,0.0005128596,0.0007486163,0.0005664906,0.01961635],"category_scores_gemma":[0.002341542,0.000110336,0.0003439147,0.0002908156,0.000132536,0.0005377923,0.0007528921,0.0004380147,0.003561424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004140409,"about_ca_system_score_gemma":0.00102964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00331938,"about_ca_topic_score_gemma":0.009890314,"domain_scores_codex":[0.9997614,0.00006615496,0.00001408913,0.00003311319,0.00007470462,0.00005050922],"domain_scores_gemma":[0.99903,0.0004190804,0.00006024423,0.00004656215,0.0001716932,0.0002723721],"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":[0.0005255056,0.004663601,0.003678561,0.001173187,0.00003464579,0.0009318701,0.0009949185,0.002170886,0.04166427,0.0005616702,0.03950506,0.9040959],"study_design_scores_gemma":[0.002458978,0.0166753,0.1706498,0.002419999,0.0004934413,0.009047494,0.001215681,0.05250822,0.1113833,0.002370116,0.6304321,0.000345622],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6091238,0.004182244,0.2559641,0.002641513,0.0009429898,0.005072319,0.002820289,0.03161514,0.08763765],"genre_scores_gemma":[0.4539269,0.003106667,0.4752654,0.001217239,0.0004527399,0.002895831,0.003834594,0.0006629844,0.05863771],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01961635,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1711833611542161,"score_gpt":0.5397965897218517,"score_spread":0.3686132285676356,"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."}}