{"id":"W2090251223","doi":"10.1007/s00227-012-2033-3","title":"Biological impacts of ocean acidification: a postgraduate perspective on research priorities","year":2012,"lang":"en","type":"article","venue":"Marine Biology","topic":"Ocean Acidification Effects and Responses","field":"Earth and Planetary Sciences","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Rimouski","funders":"Norsk Polarinstitutt; Norsk Institutt for Vannforskning","keywords":"Biology; Ocean acidification; Globe; Perspective (graphical); Discipline; Environmental resource management; Ecology; Interspecific competition; Environmental planning; Climate change; Sociology; Neuroscience; Computer science; Social science","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":[0.0485526,0.001381724,0.002612166,0.003121759,0.00388131,0.01230973,0.003456333,0.0182164,0.0179749],"category_scores_gemma":[0.03520886,0.0006888815,0.001427307,0.003300668,0.0087642,0.01607449,0.01237043,0.01329254,0.001640827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005830652,"about_ca_system_score_gemma":0.03285182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009503453,"about_ca_topic_score_gemma":0.01511951,"domain_scores_codex":[0.992367,0.003232299,0.0007659094,0.0006378756,0.001615445,0.001381518],"domain_scores_gemma":[0.9450497,0.02334005,0.002806319,0.001220359,0.01118673,0.01639676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002003689,0.001425303,0.01138173,0.007791634,0.0002936478,0.001699571,0.003710726,0.005801455,0.004063309,0.2099948,0.3011402,0.450694],"study_design_scores_gemma":[0.0003987756,0.001883463,0.01607427,0.009553006,0.0002088651,0.0008304898,0.01835808,0.001864547,0.000656809,0.2702865,0.6795993,0.0002858645],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002559636,0.1464169,0.001364151,0.822225,0.01863408,0.0000391047,0.0001377115,0.000021101,0.008602306],"genre_scores_gemma":[0.1215039,0.5782454,0.00692922,0.1883145,0.09322964,0.0002512995,0.0003705256,0.00003571733,0.0111197],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0485526,"threshold_uncertainty_score":0.2567738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08586477948725017,"score_gpt":0.3553707868258399,"score_spread":0.2695060073385897,"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."}}