{"id":"W2968430158","doi":"10.1038/s41559-019-0957-4","title":"Big data guides pragmatic management","year":2019,"lang":"en","type":"article","venue":"Nature Ecology & Evolution","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Coral reef; Reef; Vulnerability (computing); Coral; Categorization; Environmental resource management; Geography; Coral reef organizations; Data science; Coral reef protection; Oceanography; Computer science; Environmental science; Geology","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":[0.1341949,0.001242758,0.001656441,0.00616865,0.006168781,0.0232257,0.004789366,0.008457011,0.05777728],"category_scores_gemma":[0.3247181,0.001657476,0.001341087,0.004568869,0.01634076,0.03292723,0.02082722,0.01486461,0.015553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005761563,"about_ca_system_score_gemma":0.03096617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008269278,"about_ca_topic_score_gemma":0.008611114,"domain_scores_codex":[0.9056367,0.05953141,0.006053265,0.006100371,0.0193442,0.003334066],"domain_scores_gemma":[0.6167552,0.2544948,0.01094067,0.05882454,0.04086383,0.01812094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001475843,0.00008611177,0.002040212,0.0004371094,0.00009387151,0.0001227125,0.002484579,0.001006335,0.0002410274,0.4375138,0.4436893,0.1121375],"study_design_scores_gemma":[0.00006106943,0.00002053584,0.0004697151,0.0005264979,0.0000254628,0.00003942864,0.001462005,0.001349198,0.0002284523,0.5624189,0.4333461,0.00005265147],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002972174,0.003837295,0.176433,0.6428363,0.00934442,0.0007990545,0.002175306,0.003165543,0.158437],"genre_scores_gemma":[0.2319671,0.005697524,0.3748585,0.2486477,0.01435067,0.005642171,0.00552752,0.008038316,0.1052706],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1341949,"threshold_uncertainty_score":0.709699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009353436474188815,"score_gpt":0.2280809776099567,"score_spread":0.2187275411357678,"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."}}