{"id":"W4406439157","doi":"10.1016/0967-0653(93)96004-w","title":"10.1016/0967-0653(93)96004-w","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Bacterioplankton; Layer (electronics); Ultraviolet; Environmental science; Ultraviolet b; Oceanography; Chemistry; Biology; Geology; Materials science; Ecology; Optoelectronics; Nutrient; Medicine; Phytoplankton","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":[0.001491883,0.003542189,0.002277566,0.003070727,0.003278019,0.003989969,0.003922401,0.006451796,0.991186],"category_scores_gemma":[0.001958688,0.001474293,0.001953847,0.002654361,0.002830236,0.006709422,0.004051799,0.003155411,0.9927885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001106175,"about_ca_system_score_gemma":0.0009179784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005377797,"about_ca_topic_score_gemma":0.004288021,"domain_scores_codex":[0.9993265,0.00004535611,0.00006228673,0.0002433548,0.0001596471,0.000162885],"domain_scores_gemma":[0.997376,0.0006567224,0.0001431442,0.0002989844,0.000482792,0.001042406],"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":[0.0004947965,0.0004064083,0.00108498,0.0008228481,0.00006148647,0.0003570773,0.0001508187,0.0005278609,0.003241257,0.004603815,0.3914271,0.5968215],"study_design_scores_gemma":[0.0001115194,0.000228156,0.001351099,0.0005658181,0.00002644197,0.0004820336,0.0002265243,0.0002534067,0.0005685706,0.0009013526,0.9952448,0.00004033276],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006309676,0.000377966,0.0008454193,0.0005710274,0.0003984027,0.0001950719,0.000943132,0.001109543,0.9949285],"genre_scores_gemma":[0.0006410435,0.0002259055,0.0004372523,0.0003196765,0.00009785593,0.0000862824,0.0004210574,0.0002058661,0.9975649],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.008814037,"threshold_uncertainty_score":0.01257217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004720642189711452,"score_gpt":0.1609413335017694,"score_spread":0.1562206913120579,"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."}}