{"id":"W4408646775","doi":"10.1093/oso/9780197798591.001.0001","title":"The Digital Bind","year":2025,"lang":"en","type":"book","venue":"","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","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":[0.0007557382,0.0004655098,0.0003060245,0.0016764,0.004589019,0.009983121,0.000992002,0.002097804,0.05366843],"category_scores_gemma":[0.001663415,0.0002896244,0.0002890192,0.001970561,0.008861705,0.008530434,0.00644795,0.003013839,0.01359289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004698582,"about_ca_system_score_gemma":0.003126829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006884465,"about_ca_topic_score_gemma":0.01109576,"domain_scores_codex":[0.9989265,0.0003787118,0.00002563288,0.0001578387,0.0003718121,0.0001396084],"domain_scores_gemma":[0.9994143,0.0001952988,0.00002646906,0.0001105229,0.0001153645,0.0001380453],"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":[0.00000658755,0.000008877005,0.00006351576,0.00003487048,9.964748e-7,0.00003833482,0.001288587,0.00007702123,0.00006275974,0.9235826,0.05173403,0.02310183],"study_design_scores_gemma":[0.000001713586,0.000004958362,0.00007514233,0.00008607851,0.000001055805,0.00008362045,0.0008535547,0.00007737966,0.00008312605,0.0399087,0.9588212,0.000003465267],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00103861,0.003325728,0.002646945,0.004249468,0.0008190334,0.00001502003,0.0000520474,0.00006968925,0.9877834],"genre_scores_gemma":[0.07863215,0.005891111,0.002502445,0.003282872,0.0004680694,0.0001104791,0.0001573711,0.0001948872,0.9087607],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05366843,"threshold_uncertainty_score":0.1795388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03283286843964055,"score_gpt":0.2752995752856607,"score_spread":0.2424667068460202,"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."}}