{"id":"W3005477378","doi":"10.1007/s00484-020-01867-3","title":"Overloaded! Critical revision and a new conceptual approach for snow indicators in ski tourism","year":2020,"lang":"en","type":"review","venue":"International Journal of Biometeorology","topic":"Winter Sports Injuries and Performance","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"Universität Innsbruck; European Commission; Medizinische Universität Innsbruck; Klima- und Energiefonds","keywords":"Tourism; Relevance (law); Climate change; Snow; Environmental resource management; Stakeholder; Explanatory power; Scale (ratio); Natural (archaeology); Computer science; Environmental science; Geography; Meteorology; Ecology; Economics; Political science; Cartography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004147527,0.00026517,0.001655708,0.001573334,0.00001862217,0.00003734309,0.0003665252,0.000387759,0.0001272797],"category_scores_gemma":[0.0006077676,0.0001968041,0.0004457147,0.000333841,0.0002615329,0.0001208833,0.0001211903,0.0006992252,0.00000392536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000135816,"about_ca_system_score_gemma":0.0005481676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005797673,"about_ca_topic_score_gemma":3.097582e-7,"domain_scores_codex":[0.9978482,0.00006343664,0.001218229,0.0002823101,0.0003684494,0.0002194032],"domain_scores_gemma":[0.9983489,0.000395809,0.0006896975,0.000114134,0.0001764403,0.0002750556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004690596,0.00009999368,0.0001830629,0.001172972,0.0004139076,0.0003987772,0.0002025119,1.453177e-7,0.000001660423,0.001162317,0.009061874,0.9868337],"study_design_scores_gemma":[0.001295409,0.00121725,0.00009891522,0.003557685,0.0003630798,0.003456698,0.00004257775,0.00001951969,0.000003664703,0.00009858437,0.9896986,0.000147943],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003289723,0.9926091,0.002835365,0.002231634,0.00130528,0.0003691364,0.00008003069,0.000007002785,0.000233458],"genre_scores_gemma":[0.002144193,0.9855793,0.008602676,0.0007036236,0.00271569,0.00000811198,0.00008238766,0.00003324592,0.0001307551],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9866858,"threshold_uncertainty_score":0.8025437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05298846432908579,"score_gpt":0.3884375119411624,"score_spread":0.3354490476120767,"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."}}