{"id":"W1579473746","doi":"10.1023/a:1023639209987","title":"An Assessment of Changes in Winter Cold and Warm Spells over Canada","year":2003,"lang":"en","type":"article","venue":"Natural Hazards","topic":"Climate variability and models","field":"Environmental Science","cited_by":102,"is_retracted":false,"has_abstract":false,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Climatology; Context (archaeology); Extreme Cold; Climate change; Duration (music); Geography; Natural hazard; Environmental science; Global warming; Meteorology; Geology; Oceanography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000204347,0.00007089955,0.0001066409,0.00001462903,0.00001401515,0.000007410384,0.00007074072,0.00003968926,0.001238664],"category_scores_gemma":[0.00001040208,0.00005954292,0.00001094832,0.00007767726,0.000055333,0.0001146475,0.00003636328,0.0001055178,0.000002273859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000240975,"about_ca_system_score_gemma":0.00004198429,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1012269,"about_ca_topic_score_gemma":0.6486033,"domain_scores_codex":[0.9993435,0.00004312986,0.00009859393,0.000168772,0.0001981122,0.0001478736],"domain_scores_gemma":[0.9997576,0.00002904758,0.00002768117,0.0001290843,0.000004284437,0.00005231762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002566453,0.0002602122,0.6874661,0.0000573512,0.00001412175,0.00002156706,0.0004732269,0.002075075,0.2995925,0.002993764,0.002942464,0.004077991],"study_design_scores_gemma":[0.001285096,0.0002035007,0.8627227,0.00004891432,0.00001944933,0.000009511206,0.0002365498,0.02955485,0.07055761,0.0006994006,0.03416905,0.0004933479],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932876,0.00003115478,0.000004277308,0.0001836356,0.0001281756,0.0001061076,0.0000146616,0.000002879253,0.006241477],"genre_scores_gemma":[0.998845,0.00001482547,0.0004591265,0.0003880933,0.000006603087,0.000001236819,0.000001964183,0.000003904408,0.0002792731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5473764,"threshold_uncertainty_score":0.9996743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008366866282406937,"score_gpt":0.2742516299556464,"score_spread":0.2658847636732394,"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."}}