{"id":"W3164135805","doi":"10.1080/09670262.2021.1914860","title":"Traits influence dinoflagellate C:N:P","year":2021,"lang":"en","type":"article","venue":"European Journal of Phycology","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Simons Foundation","keywords":"Dinoflagellate; Biology; Plankton; Taxon; Productivity; Seston; Phytoplankton; Food web; Ecology; Botany; Nutrient; Ecosystem","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":[0.0002978074,0.0003713885,0.0001991788,0.0004755135,0.000360244,0.0007065665,0.0001345603,0.0003524563,0.00167651],"category_scores_gemma":[0.00157466,0.0001364865,0.0003005146,0.0005158679,0.0002853329,0.0003325326,0.000369442,0.0002164037,0.0003162774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003525524,"about_ca_system_score_gemma":0.0001537683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004884949,"about_ca_topic_score_gemma":0.01071975,"domain_scores_codex":[0.9996594,0.00006523307,0.00003200507,0.000129009,0.00006587738,0.00004839484],"domain_scores_gemma":[0.9988047,0.0003197686,0.0005013186,0.00007687237,0.0001472122,0.0001502006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000121909,0.00001243691,0.9697917,0.00003455211,0.000153713,0.0000881263,0.0001604589,0.0002012848,0.02491141,0.00005480163,0.00008318881,0.004386473],"study_design_scores_gemma":[7.006856e-7,0.0000349004,0.9989496,0.000002247092,0.00001860411,0.00007054098,0.00007868154,0.00009835597,0.0005784511,0.00003230467,0.0001333496,0.000002209561],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987696,0.0002110799,0.0001486721,0.00001897066,0.000002452453,0.00000139609,0.0001871607,0.000004566195,0.0006560342],"genre_scores_gemma":[0.9994664,0.00006302935,0.0001103067,0.00001273907,0.000001498947,0.000001244417,0.0001650664,0.000002606469,0.00017716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004884949,"threshold_uncertainty_score":0.009713054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009364523679733462,"score_gpt":0.1858553066370654,"score_spread":0.1764907829573319,"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."}}