{"id":"W4406446649","doi":"10.1016/s0967-0653(98)83109-8","title":"10.1016/s0967-0653(98)83109-8","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":"Buoy; Environmental science; Ocean color; Scanner; Remote sensing; Oceanography; Phytoplankton; Meteorology; Geology; Computer science; Geography; Ecology; Artificial intelligence; Physics; Biology; Astronomy; Satellite","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":[0.001378898,0.003103218,0.002302853,0.003035996,0.002709003,0.004140217,0.003973489,0.006318519,0.9902363],"category_scores_gemma":[0.001895638,0.001190687,0.001884151,0.002756874,0.002457288,0.006073955,0.003492108,0.003092965,0.9936221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001187028,"about_ca_system_score_gemma":0.001068391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004721113,"about_ca_topic_score_gemma":0.00371948,"domain_scores_codex":[0.9992489,0.00004942943,0.00006378655,0.0002851616,0.0001872077,0.0001654618],"domain_scores_gemma":[0.9973393,0.0006902064,0.0001819782,0.0003064097,0.0006147221,0.000867428],"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":[0.000460134,0.0002569055,0.0008836026,0.0006995871,0.00004652013,0.0002690073,0.0001413618,0.0004624383,0.002295328,0.004815515,0.381265,0.6084046],"study_design_scores_gemma":[0.00006405334,0.0001493912,0.0006357473,0.0003905385,0.00001799358,0.0003719988,0.000127726,0.0002106959,0.0003514566,0.0005355122,0.9971182,0.00002662746],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000488097,0.0004314461,0.0008868538,0.0004320236,0.0003570698,0.0001455914,0.0007896636,0.00102997,0.9954394],"genre_scores_gemma":[0.0004772774,0.0001887751,0.0003689338,0.0002070714,0.00007118432,0.00006807059,0.0003172499,0.0001578266,0.9981437],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.009763658,"threshold_uncertainty_score":0.01392668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00832730217566508,"score_gpt":0.1835625340498397,"score_spread":0.1752352318741746,"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."}}