{"id":"W4406535291","doi":"10.1016/0967-0653(93)92537-t","title":"10.1016/0967-0653(93)92537-t","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Genetic algorithm; Seawater; Metalloid; Environmental chemistry; Environmental science; Chemistry; Oceanography; Biology; Geology; Ecology; Metal","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0002096385,0.0001081686,0.0001002225,0.00001776959,0.0001003699,0.00003523675,0.0002142759,0.00004471951,0.9997508],"category_scores_gemma":[0.000006585292,0.00009966237,0.00004511341,0.0001564682,0.0000618307,0.0001328702,0.00007310314,0.00007477394,0.9995332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000988411,"about_ca_system_score_gemma":0.000005861597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001921691,"about_ca_topic_score_gemma":0.000001561255,"domain_scores_codex":[0.9990498,0.00007180742,0.0001557792,0.0002214013,0.0002437606,0.0002574517],"domain_scores_gemma":[0.9995382,0.00001805349,0.00002156692,0.0002492706,0.000002565813,0.0001703709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003008473,0.00007906878,0.000001715488,0.000001932715,0.000006169965,0.000003245616,0.0000838058,0.0006997442,0.0001307159,0.000002628133,0.4469818,0.5519791],"study_design_scores_gemma":[0.0001364318,0.00007455676,0.0005433999,0.000004186157,0.000005934065,0.000003734097,0.00000122978,0.0001329275,0.0003205835,0.00002533723,0.9985999,0.0001517186],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002485446,0.000005291815,0.000003496241,0.001023565,0.000001885832,0.0001323983,0.00001562477,0.00008128532,0.996251],"genre_scores_gemma":[0.001512288,1.247713e-7,0.0002320913,0.000240473,0.00004972098,0.00001352495,0.00001114683,0.0000101197,0.9979305],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5518274,"threshold_uncertainty_score":0.4064113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009410741517291966,"score_gpt":0.1915020966631309,"score_spread":0.182091355145839,"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."}}