{"id":"W2438974830","doi":"10.1002/lary.26040","title":"Motivation in computer‐assisted instruction","year":2016,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Relevance (law); Curriculum; Novelty; Test (biology); CLARITY; Medical education; Mathematics education; Action (physics); Psychology; Mainstream; Computer science; Medicine; Pedagogy; Social psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007021039,0.00004535984,0.00006102168,0.00004322278,0.00001710956,0.000002693771,0.00008463232,0.00006194611,0.00004167313],"category_scores_gemma":[0.0000211812,0.0000244848,0.00001100134,0.0001378679,0.00004417493,0.00005649622,0.00001811574,0.00007978269,0.00005231131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003323852,"about_ca_system_score_gemma":0.000003804293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006970081,"about_ca_topic_score_gemma":0.00001320237,"domain_scores_codex":[0.9996951,0.00001386612,0.00008493909,0.00005563027,0.00004706491,0.0001034383],"domain_scores_gemma":[0.9998311,0.0000392067,0.000008875073,0.00009996112,0.000005291592,0.00001557133],"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":[0.000004762888,0.000009225709,0.001686979,0.000009516505,0.000009582992,0.000003700944,0.00006515799,0.00005457035,0.003339179,0.003557078,0.0007945547,0.9904657],"study_design_scores_gemma":[0.005749887,0.0002270177,0.6033596,0.0006541677,0.00002627242,0.0001231382,0.0001172757,0.0430274,0.04704153,0.02497623,0.2739947,0.00070287],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9660545,0.000106526,0.03057542,0.001174446,0.0002861464,0.00006904553,7.826317e-7,0.000280939,0.001452193],"genre_scores_gemma":[0.9993078,0.0001448522,0.0003489887,0.00008147561,0.00006336925,0.000007463912,9.668571e-7,0.000006616596,0.00003851343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9897628,"threshold_uncertainty_score":0.09984612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009727417518346092,"score_gpt":0.1991120555000782,"score_spread":0.1893846379817321,"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."}}