{"id":"W4406529991","doi":"10.1016/0967-0653(96)80208-i","title":"10.1016/0967-0653(96)80208-i","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Aquatic and Environmental Studies","field":"Earth and Planetary Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Phytoplankton; Function (biology); Chlorophyll a; Environmental science; Chlorophyll; Absorption (acoustics); Oceanography; Biology; Botany; Geology; Ecology; Physics; Optics; Nutrient; Evolutionary biology","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":[0.00007788724,0.000105751,0.0001189275,0.00001746681,0.0001404414,0.00002098169,0.0001346883,0.00003042879,0.9995748],"category_scores_gemma":[0.000007090407,0.00008526137,0.000035156,0.0000862785,0.00005778238,0.00007914179,0.00001064264,0.00005288386,0.9993041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004306052,"about_ca_system_score_gemma":0.000004357986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003357367,"about_ca_topic_score_gemma":0.000004313019,"domain_scores_codex":[0.9992975,0.00002080571,0.0001111377,0.0001713733,0.0001656861,0.0002334764],"domain_scores_gemma":[0.9996983,0.00004016867,0.00001480213,0.0001214749,0.000002556784,0.0001227119],"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":[0.00002591003,0.000009082555,0.00006515962,0.000001511343,0.00001050786,0.000003580114,0.00002254274,0.0004669674,3.760129e-7,7.969823e-8,0.1253605,0.8740338],"study_design_scores_gemma":[0.0000865769,0.0001204703,0.006264927,0.00000406156,0.000009019302,0.000003072138,0.000005696999,0.0006386796,0.000006477637,0.00001072038,0.9927217,0.0001286192],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002538016,0.0002045286,9.112769e-7,0.0002128922,0.000001706516,0.00009056702,0.00003074409,0.00004257137,0.9968781],"genre_scores_gemma":[0.001589344,0.000001980397,0.0001404206,0.0001295388,0.00008025172,0.000001237104,0.0000441097,0.000003271156,0.9980099],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8739052,"threshold_uncertainty_score":0.3476858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00653208667993426,"score_gpt":0.1416314978815563,"score_spread":0.1350994112016221,"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."}}