{"id":"W7128794878","doi":"10.15468/8x9x5r","title":"NRC Harmful Phytoplankton Monitoring Project","year":2022,"lang":"en","type":"dataset","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Phytoplankton; Plankton; Mussel; Shellfish; Aquaculture; Algal bloom; Harbour; Algae","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004723502,0.000928426,0.0005752452,0.004077346,0.001613845,0.001770482,0.002240905,0.0006849183,0.02364375],"category_scores_gemma":[0.004194774,0.0004374547,0.0003383349,0.004263127,0.0003620352,0.0007434372,0.001561568,0.00094466,0.01188738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007848809,"about_ca_system_score_gemma":0.02092255,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3982149,"about_ca_topic_score_gemma":0.3689893,"domain_scores_codex":[0.9951724,0.0004869871,0.0001678858,0.0005456065,0.003361947,0.0002651652],"domain_scores_gemma":[0.988308,0.0002462061,0.0006735764,0.0007176193,0.009268325,0.0007863229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008069007,0.0002528228,0.02781939,0.001196524,0.00008139908,0.0003237489,0.0004442816,0.001138064,0.009740812,0.004718041,0.6408666,0.3126115],"study_design_scores_gemma":[0.00005697884,0.0001132092,0.04095919,0.0002212056,0.00003414323,0.0001018216,0.0002255999,0.0009903193,0.002624307,0.0004004634,0.9542507,0.0000220534],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"dataset","genre_scores_codex":[0.03078263,0.007226939,0.01505023,0.008559088,0.003180285,0.003345154,0.3975176,0.00560135,0.5287368],"genre_scores_gemma":[0.1206097,0.00803369,0.0567161,0.004348948,0.000323486,0.002535108,0.3927151,0.001377784,0.4133401],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.6017851,"threshold_uncertainty_score":0.791794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.103187158382913,"score_gpt":0.3848540622705044,"score_spread":0.2816669038875914,"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."}}