{"id":"W4406467793","doi":"10.1016/0967-0653(96)84952-0","title":"10.1016/0967-0653(96)84952-0","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Environmental chemistry; Total organic carbon; Dissolved organic carbon; Carbon fibers; Chemistry; Environmental science; Materials science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001175595,0.002483253,0.001670649,0.002422848,0.002331655,0.003492817,0.003080151,0.004865085,0.9893036],"category_scores_gemma":[0.001788915,0.001002281,0.001439427,0.002176739,0.002035218,0.004802338,0.002862063,0.002470111,0.9921542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009693104,"about_ca_system_score_gemma":0.0008599779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005304803,"about_ca_topic_score_gemma":0.004516123,"domain_scores_codex":[0.9993923,0.00004609027,0.00005344312,0.000207859,0.0001618189,0.000138544],"domain_scores_gemma":[0.9975567,0.0006359805,0.0001275813,0.0002728116,0.0005522346,0.000854694],"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":[0.0004130611,0.0002787599,0.0009820728,0.0005675763,0.00004109306,0.0002566553,0.0001215897,0.0004385379,0.002445934,0.003949714,0.3632558,0.6272491],"study_design_scores_gemma":[0.00005556431,0.0001463601,0.0009093668,0.000350855,0.00001590982,0.0003473685,0.0001485833,0.0001969944,0.0003793892,0.0005778106,0.9968467,0.0000250996],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004708464,0.0003174378,0.0007191536,0.0003680465,0.0002782719,0.0001211286,0.000595573,0.0007784897,0.996351],"genre_scores_gemma":[0.0005969261,0.0001950956,0.0003743517,0.0002170228,0.00006820629,0.00005502357,0.0003263412,0.0001451453,0.9980221],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01069641,"threshold_uncertainty_score":0.01525706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008060031306472426,"score_gpt":0.1796047588400275,"score_spread":0.171544727533555,"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."}}