{"id":"W4395458139","doi":"10.3138/9781487554576","title":"Solved","year":2024,"lang":"en","type":"book","venue":"University of Toronto Press eBooks","topic":"Climate Change and Sustainable Development","field":"Environmental Science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007269422,0.0001779125,0.0002286466,0.000009513039,0.00007148154,0.00001289369,0.00037033,0.0001901544,0.005475412],"category_scores_gemma":[0.000001850016,0.0002047015,0.000122051,0.000001019981,0.000173079,0.00006906685,0.0008125138,0.0001187574,0.000173467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001470451,"about_ca_system_score_gemma":0.00006518284,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05577647,"about_ca_topic_score_gemma":0.02447468,"domain_scores_codex":[0.9991022,0.00001349138,0.0001033949,0.0003147043,0.0002593907,0.000206772],"domain_scores_gemma":[0.9995425,0.00001685374,0.00008134657,0.0002629294,0.00001318316,0.00008316744],"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":[0.00005136932,0.00002264417,0.000009041162,0.0003620089,0.0001293355,0.0003517056,0.01677816,0.000009359814,0.00007610927,0.00300146,0.9648782,0.01433059],"study_design_scores_gemma":[0.0001307109,0.00002729412,0.00003155889,0.00009196652,0.00008160904,0.000001537415,0.0002045564,0.00002805869,0.00004075613,0.000479678,0.9986688,0.0002134365],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004814738,0.0009209469,0.00001658994,0.00001093581,0.0001438852,0.0002184548,0.00004808273,0.00005370322,0.9985393],"genre_scores_gemma":[0.00004885605,0.0003924213,0.0002118592,0.00002106535,0.00002985196,3.358531e-7,0.00003206245,0.00001935568,0.9992442],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03379062,"threshold_uncertainty_score":0.9954337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01822931724645048,"score_gpt":0.1953475590609623,"score_spread":0.1771182418145118,"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."}}