{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004268076,0.0008946703,0.000416529,0.002802995,0.0009971467,0.001676108,0.0008565599,0.001498478,0.7437885],"category_scores_gemma":[0.004325431,0.0001901638,0.0004633399,0.001645067,0.0002328535,0.001391678,0.001034176,0.001136162,0.3137325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008039227,"about_ca_system_score_gemma":0.00121397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01012991,"about_ca_topic_score_gemma":0.0229548,"domain_scores_codex":[0.9997731,0.00003388062,0.00001014776,0.00002064587,0.0001274243,0.00003482799],"domain_scores_gemma":[0.9982398,0.0006114378,0.00008273187,0.00008150035,0.0007199645,0.0002646819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002998643,0.00002717868,0.00002989213,0.0001538632,0.000002289323,0.0001306425,0.00001308744,0.00002619132,0.0001301577,0.0002988641,0.9563885,0.04276936],"study_design_scores_gemma":[0.00002768257,0.00001949057,0.0003851837,0.0001863551,0.00000434993,0.0002909264,0.00007589434,0.00006750903,0.0001321499,0.0005017477,0.9983015,0.000007077345],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002062883,0.0123578,0.002897381,0.01019469,0.02888982,0.00123533,0.01668454,0.0016483,0.9240294],"genre_scores_gemma":[0.007160275,0.008818723,0.002520226,0.005069066,0.01075698,0.0005678027,0.008265733,0.0006429233,0.9561983],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7437885,"threshold_uncertainty_score":0,"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."}}