{"id":"W4249064055","doi":"10.1007/978-981-13-7740-2_11","title":"Media Theory","year":2019,"lang":"en","type":"book-chapter","venue":"Springer briefs in education","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"BATES; Media theory; Selection (genetic algorithm); Key (lock); Education theory; Computer science; Engineering ethics; Sociology; Mathematics education; Pedagogy; Multimedia; Psychology; Media studies; Political science; Engineering; Artificial intelligence; Higher education","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":[0.0007000651,0.0008993311,0.0005194123,0.003261144,0.001826277,0.006892963,0.0009866511,0.002318176,0.08029688],"category_scores_gemma":[0.003442094,0.0004178225,0.0004557141,0.002905665,0.004238801,0.01120762,0.002037405,0.002104145,0.0165681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001981783,"about_ca_system_score_gemma":0.0009069333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002047906,"about_ca_topic_score_gemma":0.001598791,"domain_scores_codex":[0.9992111,0.0002638867,0.00002873,0.0001608813,0.0002582873,0.00007715356],"domain_scores_gemma":[0.9984708,0.0009303828,0.00006583785,0.0002542053,0.0002079577,0.00007084027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004446204,0.00001118996,0.00007605029,0.00005399823,0.000003038173,0.00002268285,0.0002997887,0.0001284591,0.00005331679,0.9517509,0.0247885,0.02280751],"study_design_scores_gemma":[0.000004042853,0.000005296132,0.0001362104,0.0001087308,0.000006743086,0.00007761647,0.0004065285,0.000508873,0.0001416407,0.6992473,0.2993511,0.00000600119],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.002132087,0.008362647,0.02626379,0.009347558,0.001161885,0.0000274435,0.0002967114,0.0001513697,0.9522564],"genre_scores_gemma":[0.1816106,0.01665628,0.008420635,0.003070981,0.003077964,0.0002172546,0.0006165502,0.000359973,0.7859697],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.08029688,"threshold_uncertainty_score":0.2686198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01645178581532118,"score_gpt":0.3074377722714184,"score_spread":0.2909859864560972,"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."}}