{"id":"W7106837009","doi":"10.14288/cjur.v7i3.195512","title":"Conservation, Climate Change, and Interdisciplinary Collaborations","year":2021,"lang":"en","type":"article","venue":"Open Collections","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Mennonite University","funders":"","keywords":"Extinction (optical mineralogy); Climate change; Ecosystem; Ecosystem services; Coral reef; Conservation science; Climate 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":[0.03361179,0.000349417,0.0006122619,0.00487847,0.0139826,0.01532061,0.002352299,0.003076553,0.0251544],"category_scores_gemma":[0.03555999,0.0003696897,0.0004387108,0.005755328,0.01539469,0.01172173,0.02716255,0.004387054,0.001359506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005928711,"about_ca_system_score_gemma":0.01538234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002506009,"about_ca_topic_score_gemma":0.004746085,"domain_scores_codex":[0.958961,0.0288173,0.0009192289,0.001784749,0.004974834,0.004542897],"domain_scores_gemma":[0.9084948,0.02027017,0.005508102,0.004803254,0.00708174,0.05384191],"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":[0.0001361993,0.000579417,0.0238359,0.0007118715,0.0001980269,0.0009059335,0.06692824,0.0008610423,0.0004706705,0.4303823,0.1871541,0.2878364],"study_design_scores_gemma":[0.00003822294,0.00007748068,0.01374607,0.001030254,0.00001533252,0.0004379753,0.05650777,0.0002748307,0.00008234462,0.1903492,0.737398,0.00004255539],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05879777,0.03847861,0.009709915,0.4363826,0.007115769,0.0003435783,0.0001822923,0.0002295986,0.4487599],"genre_scores_gemma":[0.8899674,0.01678718,0.00724316,0.04086977,0.004100649,0.000425542,0.0002238158,0.0001351022,0.04024732],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03361179,"threshold_uncertainty_score":0.1777583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03850005108397188,"score_gpt":0.2744722959717525,"score_spread":0.2359722448877806,"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."}}