{"id":"W4233811507","doi":"10.4000/books.pulm.8838","title":"Bio-bibliographical notices","year":2012,"lang":"en","type":"book-chapter","venue":"Presses universitaires de la Méditerranée eBooks","topic":"Caribbean and African Literature and Culture","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000798459,0.0007854058,0.0008526215,0.01291771,0.00356512,0.003746792,0.00134545,0.0008529758,0.479386],"category_scores_gemma":[0.004594387,0.000409953,0.0003213315,0.01994021,0.0009245005,0.00284246,0.001911567,0.00165349,0.2792465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002896759,"about_ca_system_score_gemma":0.003118959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01749367,"about_ca_topic_score_gemma":0.03342171,"domain_scores_codex":[0.9991063,0.0001115494,0.0000861165,0.0001240431,0.0004917562,0.00008011324],"domain_scores_gemma":[0.9968852,0.0003815084,0.0001541831,0.0004391455,0.001932637,0.0002072747],"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":[0.00001373198,0.00002042549,0.0001124307,0.000412532,0.000001806063,0.00008247205,0.000473263,0.00002489791,0.000223642,0.008943936,0.9283591,0.06133183],"study_design_scores_gemma":[4.380666e-7,0.000001207554,0.0002029055,0.00009850674,5.314354e-7,0.00002477221,0.00008029411,0.000003623468,0.00002498441,0.0002256877,0.9993357,0.000001330895],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006558887,0.01211812,0.0006862785,0.003801902,0.0120325,0.0002301878,0.01251121,0.0004568963,0.957507],"genre_scores_gemma":[0.003450152,0.008772461,0.0009064106,0.0008394279,0.002593018,0.0001747863,0.01001288,0.0003979962,0.9728528],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.479386,"threshold_uncertainty_score":0.7425927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01509302818140608,"score_gpt":0.1976540532834044,"score_spread":0.1825610251019983,"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."}}