{"id":"W4247640712","doi":"10.26443/el.v17i3.58","title":"Video","year":2017,"lang":"en","type":"article","venue":"Education Libraries","topic":"Film in Education and Therapy","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Computer 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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001476958,0.00007111897,0.00008588563,0.00005009529,0.002614296,0.0001161116,0.0003373759,0.00008055939,0.008083114],"category_scores_gemma":[0.0004254806,0.00006373376,0.00002577251,0.00003495986,0.0001151211,0.0008668234,0.00005465071,0.0001943819,0.001702259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002800466,"about_ca_system_score_gemma":0.001670981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001362789,"about_ca_topic_score_gemma":0.00001540304,"domain_scores_codex":[0.9993216,0.00009318858,0.0001862512,0.0001346736,0.00008380128,0.0001804221],"domain_scores_gemma":[0.9987876,0.0001306416,0.0002080988,0.0006971864,0.00008615325,0.00009033271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009771446,0.00007286029,0.1398315,0.00002330463,0.000006397775,4.65154e-8,0.008462698,5.554546e-8,0.00003349802,0.4290349,0.4127395,0.009785441],"study_design_scores_gemma":[0.0001106263,0.000005635903,0.2584965,0.0000307146,0.000002049844,1.958224e-7,0.004621398,0.000001235331,0.0001073459,0.02969671,0.7068688,0.00005885151],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1093237,0.0003551327,0.0000876155,0.06781268,0.0149933,0.0003543834,0.000004439927,0.0001589678,0.8069098],"genre_scores_gemma":[0.8179211,0.00003169815,0.002114553,0.007246819,0.001957159,0.0002186591,0.0000278269,0.00001837103,0.1704638],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7085974,"threshold_uncertainty_score":0.9990751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08732586794922867,"score_gpt":0.483292727370677,"score_spread":0.3959668594214483,"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."}}