{"id":"W2906492758","doi":"10.1016/0967-0653(96)80003-2","title":"10.1016/0967-0653(96)80003-2","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":true,"ca_institutions":"","funders":"","keywords":"Absorption (acoustics); Particle (ecology); Materials science; Absorption spectroscopy; Optics; Analytical Chemistry (journal); Chemistry; Chromatography; Geology; Physics; Composite material; Oceanography","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":[0.0001968187,0.0001169915,0.0001320703,0.00002580148,0.0001062153,0.00004385353,0.0002498773,0.00004355077,0.9984893],"category_scores_gemma":[0.00001210636,0.0001057679,0.000070993,0.0002494923,0.00005061938,0.0001041128,0.00006948956,0.00007654383,0.9991294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006737137,"about_ca_system_score_gemma":0.000002728487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004170391,"about_ca_topic_score_gemma":2.273049e-7,"domain_scores_codex":[0.998989,0.00005332233,0.0001535407,0.0002698497,0.0002657966,0.0002684804],"domain_scores_gemma":[0.9994969,0.00001549813,0.00001954476,0.000302211,0.000003518064,0.0001623701],"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":[0.00002174802,0.00008144684,0.000009861437,0.000002900868,0.00002014202,0.000006646979,0.00008489876,0.001309648,0.0006719162,1.537239e-7,0.2032891,0.7945015],"study_design_scores_gemma":[0.00007684996,0.00004392358,0.0001688229,0.000006970624,0.00001830653,0.000001750587,0.000001661572,0.0001301909,0.001550349,0.00001010342,0.9978316,0.0001595025],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01181919,0.000009761196,9.966147e-7,0.0003410873,0.000001556389,0.00005577683,0.000005389883,0.00009364248,0.9876726],"genre_scores_gemma":[0.003750236,1.164813e-7,0.000129989,0.00002364122,0.0001113627,0.000008030086,0.0000068791,0.00001316309,0.9959566],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7945425,"threshold_uncertainty_score":0.4313088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008047192073659224,"score_gpt":0.1798967333825374,"score_spread":0.1718495413088782,"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."}}