{"id":"W4403929233","doi":"10.4324/9781032614144-1","title":"Introduction","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Artistic and Creative Research","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004535027,0.0006420806,0.0004404005,0.00123816,0.005588393,0.006768181,0.00142278,0.002113744,0.2638196],"category_scores_gemma":[0.001552973,0.000237274,0.0003563659,0.001996073,0.001891653,0.00226402,0.002255294,0.002154303,0.07803331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01524179,"about_ca_system_score_gemma":0.02005356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4008494,"about_ca_topic_score_gemma":0.6117247,"domain_scores_codex":[0.9991227,0.00004892505,0.00002102443,0.0001682916,0.000487401,0.0001516361],"domain_scores_gemma":[0.9990321,0.00007524509,0.00002047117,0.00007288957,0.0005774644,0.0002218058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000902851,0.00001127192,0.0001651037,0.00009747463,0.000001332985,0.00008208711,0.0007065623,0.00007496975,0.0001685687,0.06310817,0.8569789,0.07859661],"study_design_scores_gemma":[3.641472e-7,9.666649e-7,0.0001044107,0.00004259205,3.471253e-7,0.00002531329,0.0001160764,0.000009084108,0.00002122355,0.0008512937,0.9988267,0.000001584137],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000454257,0.005996876,0.001008776,0.006437554,0.003702511,0.00005271154,0.001011787,0.0002491669,0.9810863],"genre_scores_gemma":[0.003838875,0.003113412,0.0005613713,0.001706345,0.0003558469,0.00002070688,0.0004316983,0.0001193228,0.9898524],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4008494,"threshold_uncertainty_score":0.8825645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05061955885191523,"score_gpt":0.2651280382587444,"score_spread":0.2145084794068292,"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."}}