{"id":"W2025516154","doi":"10.1046/j.1529-8817.2001.037003379.x","title":"PERIPHYTIC DIATOM ASSEMBLAGES FROM BATHURST ISLAND, NUNAVUT, CANADIAN HIGH ARCTIC: AN EXAMINATION OF COMMUNITY RELATIONSHIPS AND HABITAT PREFERENCES","year":2001,"lang":"en","type":"article","venue":"Journal of Phycology","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Diatom; Moss; Habitat; Ecology; Bryophyte; Arctic; Sediment; Biology; Benthic zone; Taxon; Substrate (aquarium); Oceanography; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001761487,0.00008622362,0.0002626695,0.0002391853,0.000241427,0.00006707192,0.0002738195,0.0001006252,0.001105677],"category_scores_gemma":[0.0004751547,0.00007022176,0.00003079683,0.0001326596,0.0001809977,0.0004178503,0.00003956744,0.0003954945,0.000007958835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009971177,"about_ca_system_score_gemma":0.0002720532,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03988528,"about_ca_topic_score_gemma":0.4833371,"domain_scores_codex":[0.9980091,0.001118502,0.0003363815,0.00008475854,0.0002193437,0.0002318927],"domain_scores_gemma":[0.9982312,0.0008159255,0.0002766645,0.0001583746,0.0002875185,0.0002303321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000105267,0.0004149605,0.9043394,0.00005332882,0.00005220229,0.00007319239,0.005177629,0.00009683488,0.07824052,0.001769052,0.0003346594,0.009343003],"study_design_scores_gemma":[0.0003863039,0.0005779874,0.9899127,0.0000319173,0.0000263018,0.0000519483,0.001713631,0.00006191417,0.001423184,0.00551394,0.0002293287,0.00007084041],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985127,0.0002055552,0.00004273473,0.0003189059,0.0002015017,0.00007081712,0.0000439681,0.000003553786,0.0006002163],"genre_scores_gemma":[0.9993326,0.0001385603,0.0003346151,0.00003557252,0.0001096691,0.00000257122,0.0000123521,0.000007194466,0.00002683465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4434518,"threshold_uncertainty_score":0.9998075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04787694756903604,"score_gpt":0.2938879103019453,"score_spread":0.2460109627329093,"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."}}