{"id":"W1591287044","doi":"10.1017/cbo9780511606595.002","title":"Preface and acknowledgments","year":2004,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Engraulis; Darwin (ADL); Geography; Anchovy; Volume (thermodynamics); Fishery; Genealogy; History; Art history; Art; Zoology; Archaeology; Biology; Computer science; Fish <Actinopterygii>; Physics; Thermodynamics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001243666,0.0006751772,0.0005738006,0.00248017,0.00208444,0.002554572,0.001375837,0.0009359399,0.3207743],"category_scores_gemma":[0.01119609,0.0002911995,0.0003123254,0.001830024,0.0005879724,0.002531925,0.001806296,0.003256199,0.1781396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001524484,"about_ca_system_score_gemma":0.001388111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002471652,"about_ca_topic_score_gemma":0.002771914,"domain_scores_codex":[0.9990836,0.0001678571,0.00007186108,0.000140464,0.000473907,0.00006237317],"domain_scores_gemma":[0.993677,0.001254355,0.0002151748,0.0004105096,0.003870922,0.0005720847],"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":[0.00001474177,0.00001281374,0.00006407352,0.0001150026,0.000001165335,0.00004447641,0.000218936,0.00003909064,0.0001185126,0.006967906,0.965965,0.02643841],"study_design_scores_gemma":[0.000001825414,0.000005771961,0.0001472629,0.00008353427,7.912041e-7,0.0000397916,0.00006969312,0.00001262854,0.0000429936,0.001188966,0.9984043,0.000002454001],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001949873,0.009949328,0.01119697,0.03454304,0.1436032,0.0007503192,0.01898942,0.00253797,0.7764798],"genre_scores_gemma":[0.007144962,0.004278737,0.005922628,0.005528085,0.01901873,0.000540844,0.0141797,0.001694624,0.9416918],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3207743,"threshold_uncertainty_score":0.9688331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01457816779919813,"score_gpt":0.1744931994397851,"score_spread":0.159915031640587,"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."}}