{"id":"W4200027655","doi":"10.1163/23644583-bja10020","title":"Towards a Noncompliant Pedagogy of the Image: Reading Negentropic Bifurcatory Potentials in Video Images","year":2021,"lang":"en","type":"article","venue":"Video Journal of Education and Pedagogy","topic":"Digital Media and Philosophy","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mnemonic; Reading (process); Sociology; Focus (optics); Computer science; Perception; Visual arts; Epistemology; Psychology; Aesthetics; Multimedia; Cognitive science; Philosophy; Linguistics; Art; Cognitive psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003375091,0.0001165786,0.0002814296,0.0002353416,0.00005410583,0.0001289042,0.0004859315,0.0000481053,0.00004772322],"category_scores_gemma":[0.000342898,0.00008714967,0.000123758,0.0003953377,0.00008688839,0.0005958919,0.0001523464,0.0001991547,0.00000462717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004149233,"about_ca_system_score_gemma":0.002012153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005369609,"about_ca_topic_score_gemma":0.00001407574,"domain_scores_codex":[0.9986087,0.0001882589,0.000567998,0.0001823405,0.0002823464,0.0001703679],"domain_scores_gemma":[0.9985772,0.0001393497,0.0004233293,0.0003176946,0.0004116889,0.0001307028],"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":[0.00009532086,0.002182973,0.05810124,0.0005363475,0.0001848347,0.0001957744,0.02183527,0.000062871,0.1455713,0.1204566,0.01185884,0.6389186],"study_design_scores_gemma":[0.00282415,0.0006435318,0.6562276,0.001466107,0.0001520232,0.004206983,0.006517716,0.0003400694,0.09714827,0.1649529,0.06472163,0.000799015],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8957781,0.01004283,0.01812383,0.05673858,0.007340947,0.0002353013,0.00001056445,0.00001692925,0.01171289],"genre_scores_gemma":[0.9936659,0.0003203864,0.004682302,0.0007140218,0.0003284315,0.000002815655,9.146399e-7,0.000007500693,0.000277771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6381196,"threshold_uncertainty_score":0.3569473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02032041656066833,"score_gpt":0.3285063430215164,"score_spread":0.308185926460848,"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."}}