{"id":"W2098095038","doi":"10.1098/rsbl.2012.0530","title":"Climate change and marine life","year":2012,"lang":"en","type":"article","venue":"Biology Letters","topic":"Marine and coastal plant biology","field":"Earth and Planetary Sciences","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Villum Fonden","keywords":"Biology; Climate change; Ecology; Evolutionary biology; Environmental resource management","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":[0.0005313914,0.0002118559,0.0002122971,0.0007273701,0.001065177,0.002086111,0.0002067266,0.0007754519,0.01066172],"category_scores_gemma":[0.001059223,0.00008075505,0.0001764641,0.001285567,0.001352844,0.001551103,0.001444415,0.0009100292,0.0007333555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001399003,"about_ca_system_score_gemma":0.000700434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01067544,"about_ca_topic_score_gemma":0.02217371,"domain_scores_codex":[0.9997844,0.00009424333,0.00000890409,0.00003451107,0.00003612276,0.00004180108],"domain_scores_gemma":[0.999667,0.0001132829,0.00005645689,0.00002816704,0.00005588372,0.00007911848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00009086094,0.00006906788,0.0265751,0.0006337979,0.0001395045,0.0003672401,0.005904259,0.001988013,0.0009584878,0.4555823,0.1911375,0.3165538],"study_design_scores_gemma":[0.000004411077,0.00003120362,0.03441141,0.0004226991,0.00001614667,0.00009185566,0.003143683,0.0001404355,0.0001271178,0.08991101,0.8716799,0.00002016335],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.07209702,0.3397357,0.001657445,0.2453896,0.00399987,0.00002672782,0.002164044,0.00004711965,0.3348825],"genre_scores_gemma":[0.7174158,0.214689,0.001749751,0.02226165,0.002626449,0.00005000679,0.001107621,0.0000360035,0.04006371],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01067544,"threshold_uncertainty_score":0.035667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03003127712378314,"score_gpt":0.2065072015803032,"score_spread":0.1764759244565201,"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."}}