{"id":"W4390801877","doi":"","title":"Rethinking Academic Disciplines with TV Series : An Epistemological Perspective","year":2023,"lang":"en","type":"other","venue":"","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of Cambridge; York University","keywords":"Philosophy; Sociology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007104954,0.0006540197,0.0004183462,0.004722079,0.006950213,0.02130993,0.002283468,0.003070106,0.01417982],"category_scores_gemma":[0.01334938,0.0002552499,0.0003759961,0.004433658,0.03952897,0.01644056,0.006274128,0.005838649,0.00120218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005835378,"about_ca_system_score_gemma":0.004391181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00974217,"about_ca_topic_score_gemma":0.01233707,"domain_scores_codex":[0.994985,0.003382301,0.0001108687,0.0004819827,0.0007134879,0.0003263568],"domain_scores_gemma":[0.9841744,0.01131989,0.0007518618,0.001520491,0.00140562,0.0008277456],"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":[0.00000367635,0.000009097944,0.0002323338,0.00001969475,0.00000181979,0.00002783753,0.008140273,0.00005760039,0.00004961109,0.983058,0.002625732,0.00577426],"study_design_scores_gemma":[0.000008621941,0.00001048256,0.00075546,0.0003138319,0.00001142975,0.0001296592,0.03459051,0.0007529149,0.0004600272,0.6994962,0.2634549,0.00001600012],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01806511,0.002154525,0.02128172,0.03381561,0.001762278,0.00002773973,0.00007678229,0.0001044425,0.922712],"genre_scores_gemma":[0.880636,0.003372183,0.00911054,0.007034848,0.003670933,0.00009362124,0.0001272918,0.0004376966,0.09551685],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02130993,"threshold_uncertainty_score":0.04743624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.302457022602138,"score_gpt":0.5036329097190789,"score_spread":0.201175887116941,"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."}}