{"id":"W6981801242","doi":"","title":"Fighting the machines","year":2022,"lang":"en","type":"article","venue":"Canadian acoustics","topic":"Historical, Literary, and Cultural Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001714363,0.001070739,0.0004372808,0.001403742,0.01954436,0.01075421,0.001322479,0.003270069,0.05330105],"category_scores_gemma":[0.003682216,0.0003750496,0.0003569587,0.001286728,0.01703012,0.004133444,0.003534815,0.005849509,0.01039606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01394313,"about_ca_system_score_gemma":0.02148001,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5634783,"about_ca_topic_score_gemma":0.7150251,"domain_scores_codex":[0.9981244,0.0003113945,0.00002833874,0.0003184031,0.0006830106,0.0005344824],"domain_scores_gemma":[0.9985988,0.0002111655,0.00006379156,0.0001794497,0.0005196459,0.0004272035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007359863,0.00002384777,0.00104292,0.000103678,0.00001360343,0.0001564205,0.0167447,0.0003497373,0.001167572,0.4574894,0.4527292,0.0701054],"study_design_scores_gemma":[0.000002162855,0.00000687161,0.0004911296,0.0000720699,0.000003004579,0.00003909559,0.004471425,0.00006965092,0.000171423,0.005434811,0.9892258,0.00001253081],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006781581,0.00763776,0.003263639,0.03739651,0.005611158,0.0000321865,0.0002512037,0.000253983,0.938772],"genre_scores_gemma":[0.1654131,0.005553728,0.002757924,0.007847334,0.0008281172,0.00003384989,0.0002070968,0.0003644482,0.8169944],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5634783,"threshold_uncertainty_score":0.8781849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02160154468414992,"score_gpt":0.1877393689447085,"score_spread":0.1661378242605586,"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."}}