{"id":"W7022485765","doi":"","title":"9780472902422.pdf","year":2021,"lang":"en","type":"other","venue":"OAPEN (The OAPEN Foundation)","topic":"Text and Document Classification Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; Jackman Humanities Institute, University of Toronto","keywords":"Eugenics; Context (archaeology); Population; Identity (music); Categorization; Indigenous; Perception; Embodied cognition","routes":{"ca_aff":false,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005715226,0.0004517109,0.0003475013,0.001553462,0.001640117,0.007410944,0.0009427745,0.001310283,0.8377168],"category_scores_gemma":[0.002492728,0.0002444634,0.0003503716,0.002262557,0.0005808798,0.003672007,0.003737939,0.001316155,0.6168519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001036889,"about_ca_system_score_gemma":0.0008113914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00284299,"about_ca_topic_score_gemma":0.003904378,"domain_scores_codex":[0.9995924,0.00006071964,0.00002188362,0.00006450954,0.0001918107,0.00006862965],"domain_scores_gemma":[0.9992583,0.0001985118,0.00006147943,0.0001090308,0.0002087441,0.0001639254],"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":[0.00002842057,0.00001534143,0.0001776946,0.0001856551,0.000002310002,0.00006303575,0.0003358978,0.00002619379,0.0002162151,0.006639142,0.8277823,0.1645276],"study_design_scores_gemma":[0.000001662625,0.000003706927,0.0003110473,0.00008077411,7.462388e-7,0.00003098981,0.0001177724,0.000009229265,0.00004282907,0.0001723161,0.9992268,0.000002060647],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006225212,0.001287461,0.0005734338,0.002058937,0.001265538,0.00004880834,0.003887142,0.0009887931,0.9892673],"genre_scores_gemma":[0.003472174,0.001287176,0.0004276474,0.0005931354,0.0003209511,0.00006190451,0.002037581,0.0005026376,0.9912969],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1622832,"threshold_uncertainty_score":0.2314774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01992742416035246,"score_gpt":0.2639188037139476,"score_spread":0.2439913795535952,"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."}}