{"id":"W4385604290","doi":"10.1101/2023.08.02.551672","title":"Declines in ice cover induce light limitation in freshwater diatoms","year":2023,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Diatom; Water column; Oceanography; Environmental science; Bloom; Photic zone; Sea ice; Ecology; Limnology; Phytoplankton; Biology; Geology; 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":[0.00007969907,0.0001505849,0.0001936669,0.0002832081,0.0002128829,0.0002623966,0.0001015537,0.0001479604,0.0005839248],"category_scores_gemma":[0.0001596289,0.0001515708,0.0001302244,0.0002882138,0.0001632301,0.0001596382,0.000318577,0.000190012,0.0001084786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003288942,"about_ca_system_score_gemma":0.0001700625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004516781,"about_ca_topic_score_gemma":0.008876286,"domain_scores_codex":[0.9999261,0.000006727127,0.000005066858,0.00002288398,0.0000152076,0.00002390758],"domain_scores_gemma":[0.9998739,0.00001356068,0.00005429804,0.000006657733,0.00003084085,0.00002064411],"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":[0.0002958002,0.00003786423,0.3089298,0.00006352019,0.00004376747,0.00009243632,0.0002352332,0.0001621106,0.6870072,0.0000347463,0.0001380111,0.002959492],"study_design_scores_gemma":[0.000001863714,0.00006081793,0.9904033,0.000002457771,0.000005811304,0.0000215182,0.0001753051,0.0001111813,0.008877181,0.00001148844,0.0003269342,0.000002115328],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993615,0.0000855453,0.00003966463,0.000007963193,0.000001392493,0.000002590191,0.0002602884,0.000002693336,0.0002384283],"genre_scores_gemma":[0.9989766,0.00007024843,0.0001151065,0.00003184798,0.000001868387,0.000008414242,0.0005044409,0.00000214136,0.0002893662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004516781,"threshold_uncertainty_score":0.008980989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02083059266411155,"score_gpt":0.2070578289319724,"score_spread":0.1862272362678608,"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."}}