{"id":"W3158317808","doi":"10.29173/mlj1073","title":"Law Students’ Responses to Innovation: A Study of Perspectives in Respect of Digital Knowledge Transmission, Flipped Classrooms, Video Capsules and Other Means of Classroom Dissemination","year":2018,"lang":"en","type":"article","venue":"Manitoba Law Journal","topic":"Legal Education and Practice Innovations","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; York University","funders":"","keywords":"Flipped classroom; Digital video; Transmission (telecommunications); Multimedia; Mathematics education; Computer science; Psychology; Telecommunications","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":[0.009168794,0.0004128176,0.0006800927,0.002069021,0.01163777,0.01236228,0.001894837,0.00421168,0.003610473],"category_scores_gemma":[0.02899565,0.0008765144,0.0005527573,0.002173027,0.008996667,0.00583794,0.00990624,0.007623443,0.0004477305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005806902,"about_ca_system_score_gemma":0.008517731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01871303,"about_ca_topic_score_gemma":0.03454065,"domain_scores_codex":[0.989984,0.005495336,0.0003565285,0.0006889725,0.001617757,0.001857421],"domain_scores_gemma":[0.9707101,0.01517653,0.004081904,0.001046921,0.004022194,0.004962291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004031368,0.0004400723,0.02161065,0.00002468623,0.000006636584,0.0003991751,0.9718763,0.0000146773,0.0007079311,0.0008814151,0.0002040164,0.003794147],"study_design_scores_gemma":[0.00001417702,0.000164446,0.01183081,0.0000369123,0.000008963121,0.0001056043,0.9832211,0.00005464745,0.0004545173,0.00017158,0.003921116,0.0000161193],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969034,0.00006449763,0.00009341588,0.0006276839,0.00001112561,0.0000211678,0.00000784686,0.00000212694,0.002268804],"genre_scores_gemma":[0.9976438,0.0001212224,0.0001119357,0.0003617244,0.000009264021,0.00003830781,0.000009833672,0.000005630011,0.001698269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01871303,"threshold_uncertainty_score":0.04848975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06149793089186337,"score_gpt":0.4139864553127187,"score_spread":0.3524885244208553,"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."}}