{"id":"W4385975187","doi":"10.1093/oso/9780199694532.002.0006","title":"Preface","year":2017,"lang":"en","type":"book-chapter","venue":"","topic":"Amphibian and Reptile Biology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Exhibition; Art; Visual arts; Section (typography); Art history; 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":[0.0006637369,0.0006984743,0.0006343606,0.002185116,0.00238034,0.003686398,0.00115513,0.001143664,0.7130315],"category_scores_gemma":[0.004757064,0.0003536782,0.0004966725,0.002456916,0.0005518321,0.003023868,0.002001699,0.002000239,0.5065684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001529523,"about_ca_system_score_gemma":0.001962875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004876757,"about_ca_topic_score_gemma":0.006722378,"domain_scores_codex":[0.999356,0.00006815755,0.00004641403,0.0001042737,0.0003653776,0.00005977974],"domain_scores_gemma":[0.9978101,0.0003252392,0.00007357522,0.0002108419,0.00131961,0.0002605852],"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":[0.00001542082,0.00001070892,0.00005293112,0.00008592266,0.000001084311,0.00003777524,0.00005140364,0.00002342802,0.0000721744,0.002600666,0.970998,0.02605055],"study_design_scores_gemma":[0.000001797937,0.000004581683,0.000165482,0.00006131593,5.687086e-7,0.00003658514,0.00005553142,0.000007783426,0.00002819332,0.0006887252,0.9989473,0.000002061734],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007384871,0.003105053,0.001442686,0.008899258,0.02518097,0.0002784452,0.01526105,0.0008436394,0.9442504],"genre_scores_gemma":[0.002512676,0.001595952,0.0007181016,0.002246785,0.003261383,0.00012549,0.01075431,0.0005128679,0.9782724],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7130315,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01774222880589194,"score_gpt":0.2230412067996332,"score_spread":0.2052989779937412,"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."}}