{"id":"W4406495234","doi":"10.1016/0967-0653(96)80844-1","title":"10.1016/0967-0653(96)80844-1","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Phosphate; Seawater; Adsorption; Chemistry; Environmental chemistry; Manganese; Environmental science; Inorganic chemistry; Oceanography; Geology; Biochemistry; Organic chemistry","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":[0.0001828928,0.0001440913,0.0001299599,0.00003319396,0.00009197072,0.00004112428,0.0005524881,0.00008854255,0.9973522],"category_scores_gemma":[0.00004358853,0.0001347151,0.0000415124,0.0002369279,0.0001311269,0.0001494028,0.0002570794,0.0001227767,0.9992294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001297901,"about_ca_system_score_gemma":0.000003268381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001725988,"about_ca_topic_score_gemma":3.731072e-7,"domain_scores_codex":[0.998872,0.0000360261,0.0001629992,0.0003143297,0.000267539,0.0003470775],"domain_scores_gemma":[0.9993323,0.00002977011,0.00002330008,0.0005129455,0.000003503097,0.00009816237],"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":[0.00002150993,0.00005087884,0.00001213259,0.000002386952,0.000006160126,0.000006995482,0.00003997172,0.0002766461,0.0004020856,6.935228e-7,0.310623,0.6885576],"study_design_scores_gemma":[0.0000877104,0.00008971072,0.0004256654,0.000007051434,0.000005355371,0.000004013946,0.000002033335,0.00003504251,0.004106935,0.00008340342,0.9949611,0.0001919156],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01956058,0.000008360514,9.984727e-7,0.0007085858,0.000002651991,0.0001486018,0.000006555417,0.0006004361,0.9789633],"genre_scores_gemma":[0.001804229,1.57447e-7,0.0009861179,0.00002215403,0.00005399139,0.00002312881,0.000004016232,0.00001920594,0.997087],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6883657,"threshold_uncertainty_score":0.5493521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01196867158354253,"score_gpt":0.1893011924312935,"score_spread":0.177332520847751,"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."}}