{"id":"W2087830344","doi":"10.1080/14634988.2011.574066","title":"Serendipitous intersections with Jack Vallentyne","year":2011,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ornithology; Obituary; Sociology; Population; Enthusiasm; Marie curie; Queen (butterfly); Art history; Environmental ethics; History; Ecology; Psychology; Archaeology; Philosophy","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":["insufficient_payload"],"category_scores_codex":[0.0006914948,0.0002122057,0.0002710274,0.00007574648,0.000324924,0.00001491108,0.0002945197,0.00005736985,0.01346339],"category_scores_gemma":[0.00000356147,0.0001706958,0.0000508062,0.0002532831,0.00006735772,0.0001627363,0.0001727036,0.0001366929,0.01301884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004595066,"about_ca_system_score_gemma":0.00001985854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001238896,"about_ca_topic_score_gemma":0.0163713,"domain_scores_codex":[0.9980348,0.0002192575,0.0004808492,0.0004432784,0.0002868318,0.0005349547],"domain_scores_gemma":[0.9990565,0.00002510425,0.0002409005,0.0004731174,0.000005209057,0.000199184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003356157,0.0055223,0.5685697,0.00226956,0.001225568,0.0007868161,0.03851742,0.0004279505,0.00003498218,0.01545507,0.1583667,0.2084883],"study_design_scores_gemma":[0.004329882,0.004087459,0.9337974,0.0006539538,0.0005508851,0.0002275517,0.01667104,0.01247993,0.0001707603,0.002563979,0.02277443,0.001692741],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8434066,0.00003428676,0.01158315,0.0007363622,0.0009016348,0.002347124,0.000006400202,0.000233844,0.1407506],"genre_scores_gemma":[0.9913561,0.00002347642,0.004087812,0.0008653856,0.00002369308,0.0002409648,0.000008524614,0.00002458954,0.003369462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3652277,"threshold_uncertainty_score":0.9877496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02618308354438435,"score_gpt":0.2328863271955072,"score_spread":0.2067032436511228,"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."}}