{"id":"W3100631554","doi":"10.1659/mrd-journal-d-20-00045.1","title":"Making Connections for Our Changing Mountains: Future Directions for the Mountain Research Initiative (MRI)","year":2020,"lang":"en","type":"article","venue":"Mountain Research and Development","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Global change; Environmental resource management; Sustainable development; Environmental planning; Political science; Geography; Ecology; Climate change; Environmental 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":[0.02072721,0.0005047827,0.0006948165,0.001604007,0.006411997,0.01432712,0.003672399,0.009216482,0.02651806],"category_scores_gemma":[0.0203562,0.0003189131,0.0009198849,0.002252517,0.005423149,0.01915122,0.01170667,0.008006213,0.003856484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003312706,"about_ca_system_score_gemma":0.03721546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0110594,"about_ca_topic_score_gemma":0.03557309,"domain_scores_codex":[0.9939721,0.00291066,0.0001561095,0.0003732636,0.0007484416,0.001839438],"domain_scores_gemma":[0.9567938,0.008794639,0.001260832,0.001421017,0.004616799,0.02711292],"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":[0.000136583,0.000367443,0.008886006,0.001537021,0.00004842905,0.0005303632,0.01312258,0.0004670745,0.0004583499,0.1728868,0.5245827,0.2769766],"study_design_scores_gemma":[0.00006048549,0.0001683625,0.006630769,0.002295698,0.00003342429,0.0002578632,0.03762723,0.0004986538,0.0001842166,0.09625235,0.8559077,0.00008331831],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006532469,0.02919281,0.004100008,0.9363017,0.004090978,0.0001368586,0.0005033445,0.0002179675,0.01892387],"genre_scores_gemma":[0.3770927,0.1887883,0.1265708,0.2347468,0.01421755,0.002532884,0.006872511,0.0004896757,0.04868882],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02651806,"threshold_uncertainty_score":0.1096172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.30431153231542,"score_gpt":0.3997105267311903,"score_spread":0.09539899441577038,"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."}}