{"id":"W2299449033","doi":"10.33137/caribbeanquilt.v1i0.19043","title":"Climate Change and Caribbean Coral Reefs","year":2012,"lang":"en","type":"article","venue":"Caribbean Quilt","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bachelor; Guitar; Piano; Diaspora; Perspective (graphical); Passion; Coral reef; George (robot); Geography; History; Sociology; Oceanography; Art history; Art; Visual arts; Geology; Gender studies; Psychology; Physics; Archaeology; Acoustics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004299427,0.0002354333,0.0001977212,0.001256782,0.001761936,0.003208201,0.0003876949,0.0009380681,0.008741289],"category_scores_gemma":[0.00196415,0.0001137971,0.0002781551,0.003354231,0.001387317,0.0008621148,0.001688364,0.0008607814,0.0003467975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004402066,"about_ca_system_score_gemma":0.002629426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4664653,"about_ca_topic_score_gemma":0.6239976,"domain_scores_codex":[0.9996229,0.0000864004,0.00001238319,0.00003464521,0.00006854117,0.000175057],"domain_scores_gemma":[0.9990329,0.0001044048,0.0002719916,0.00004487397,0.0002801071,0.0002657647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003094022,0.0001729562,0.5543048,0.000807349,0.0004450266,0.003455049,0.01617604,0.00356143,0.001873122,0.1109404,0.08268945,0.225265],"study_design_scores_gemma":[0.00001392847,0.00004076402,0.7298338,0.0005344514,0.00006987059,0.0003621164,0.01784217,0.0005442231,0.0001821794,0.01040045,0.2401092,0.00006688063],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4794737,0.1133373,0.0004239334,0.1200965,0.000815809,0.00002755022,0.002278549,0.00006954042,0.283477],"genre_scores_gemma":[0.9487782,0.04108499,0.0001320727,0.001894542,0.0002547354,0.000008697632,0.0003771634,0.00001686958,0.007452777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4664653,"threshold_uncertainty_score":0.9275004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02995436506446491,"score_gpt":0.2275165832164669,"score_spread":0.197562218152002,"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."}}