{"id":"W2501096016","doi":"10.1017/cbo9780511525582.009","title":"Summary, opportunities and synthesis","year":2000,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Aquatic Ecosystems and Biodiversity","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0000909255,0.0002854614,0.0003151172,0.00005570283,0.0002630018,0.00003236875,0.0003181249,0.0002654219,0.0003509322],"category_scores_gemma":[0.000003270307,0.0003127647,0.0001107768,0.00000365317,0.0004703983,0.0001044358,0.0005443477,0.0001850397,0.0001263963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001778039,"about_ca_system_score_gemma":0.0000186592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001224693,"about_ca_topic_score_gemma":0.0000237094,"domain_scores_codex":[0.998955,0.00003135316,0.0001283894,0.0004281269,0.0002418735,0.0002152742],"domain_scores_gemma":[0.9992716,0.00006645732,0.0001282786,0.0003227798,0.000008968816,0.0002018756],"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":[0.0001625537,0.00003264796,0.0001992488,0.00013707,0.0002424796,0.001435068,0.0001372457,0.000002512575,0.00002778135,0.4698532,0.4925763,0.03519395],"study_design_scores_gemma":[0.0001638169,0.00002615137,0.00008041202,0.00009270138,0.0001752452,0.00001740931,0.00005760389,0.00002993018,0.00004055081,0.000008592298,0.9989387,0.0003688829],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001271031,0.00006380034,0.00001051213,0.00002979834,0.00005544396,0.0002189892,0.0004375782,0.00006535637,0.9978475],"genre_scores_gemma":[0.002099952,0.0008664933,0.00004881237,0.00005861914,0.00003409794,3.38681e-7,0.00001768622,0.00001785458,0.9968562],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5063624,"threshold_uncertainty_score":0.9999325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03318640513338681,"score_gpt":0.1701514928101595,"score_spread":0.1369650876767727,"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."}}