{"id":"W4399135268","doi":"10.3389/frym.2024.1046644","title":"The Southern Ocean Sea-Ice Ecosystem is Important to Humans","year":2024,"lang":"en","type":"article","venue":"Frontiers for Young Minds","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Fisheries and Oceans Canada","funders":"","keywords":"Ecosystem; Sea ice; Oceanography; Environmental science; Marine ecosystem; Geography; Climatology; Geology; Ecology; Biology","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":[0.0002570518,0.0001526849,0.0001268936,0.0002681229,0.001888732,0.002311467,0.0001190016,0.0004429411,0.004050316],"category_scores_gemma":[0.0005580955,0.00005617586,0.0000879841,0.0005759897,0.001840593,0.001117377,0.001179842,0.0004906618,0.0005865074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006817351,"about_ca_system_score_gemma":0.001531715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01971498,"about_ca_topic_score_gemma":0.04718556,"domain_scores_codex":[0.9998564,0.00004348588,0.000004020104,0.00001222145,0.00003001866,0.00005382905],"domain_scores_gemma":[0.9997631,0.00003027437,0.00003375205,0.000009157822,0.00004161484,0.0001222235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001155241,0.0000705951,0.2029122,0.0008170807,0.0000874169,0.001679953,0.0724128,0.000817281,0.005228052,0.1305595,0.1588294,0.4264702],"study_design_scores_gemma":[0.000005605597,0.000047472,0.133601,0.0004843849,0.00002818205,0.0005162017,0.04331984,0.0001008279,0.000232366,0.02867051,0.7929705,0.00002303717],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4714812,0.04112484,0.001482516,0.09773017,0.001759758,0.00002672683,0.0008931812,0.0001304293,0.3853712],"genre_scores_gemma":[0.9628008,0.01710221,0.001371742,0.004082509,0.000583744,0.000009517665,0.0001832585,0.00002178925,0.01384444],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01971498,"threshold_uncertainty_score":0.03920043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006881163146276196,"score_gpt":0.2045947660152323,"score_spread":0.1977136028689561,"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."}}