{"id":"W2147286233","doi":"10.1093/plankt/fbm012","title":"Extraction of photosynthesis-irradiance parameters from phytoplankton production data: demonstration in various aquatic systems","year":2007,"lang":"en","type":"article","venue":"Journal of Plankton Research","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; Université du Québec à Rimouski; Bedford Institute of Oceanography; Dalhousie University","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Irradiance; Photic zone; Phytoplankton; Water column; Environmental science; Photosynthesis; Biomass (ecology); Chlorophyll a; Atmospheric sciences; Ecology; Biology; Botany; Physics; Nutrient","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009909652,0.0003572926,0.0003250557,0.0003735764,0.0002203266,0.0002598436,0.0004396914,0.0002698087,0.0004599086],"category_scores_gemma":[0.001965161,0.0002504261,0.000293235,0.0005423155,0.0001808706,0.0002422712,0.0004211381,0.0004372404,0.0003153271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001691112,"about_ca_system_score_gemma":0.0002700532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002641529,"about_ca_topic_score_gemma":0.00241341,"domain_scores_codex":[0.9997341,0.00007932354,0.0000227595,0.00005674764,0.000093225,0.0000138647],"domain_scores_gemma":[0.9994506,0.0003262453,0.00005117034,0.00007151413,0.00008118797,0.00001930912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003102793,0.0001650258,0.01475877,0.000331082,0.00009973627,0.000244214,0.0002658477,0.01557235,0.8321287,0.0003453359,0.0002013238,0.1355774],"study_design_scores_gemma":[0.00008569743,0.0004669945,0.05815182,0.00002997298,0.00008522164,0.0007034616,0.00008759191,0.2722473,0.664839,0.001252464,0.001969226,0.00008131433],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4198419,0.0001998948,0.5778465,0.00005533777,0.000009740302,0.000142844,0.0004137083,0.000963793,0.000526316],"genre_scores_gemma":[0.5375643,0.00021778,0.4610376,0.00001745269,0.000006647772,0.0001918086,0.0004409924,0.0001284903,0.0003947867],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002641529,"threshold_uncertainty_score":0.005252242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09226681545715108,"score_gpt":0.3301454690258575,"score_spread":0.2378786535687064,"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."}}