{"id":"W2788380419","doi":"10.21105/joss.00571","title":"weathercan: Download and format weather data from Environment and Climate Change Canada","year":2018,"lang":"en","type":"article","venue":"The Journal of Open Source Software","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":81,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Download; Climate change; Meteorology; Climatology; Geography; Computer science; World Wide Web; Geology; Oceanography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008311,0.00149774,0.000716513,0.005252165,0.001241854,0.002760043,0.002029578,0.0007089241,0.1312161],"category_scores_gemma":[0.007678799,0.001229603,0.001018642,0.007797898,0.0004795838,0.002246635,0.001448193,0.001432623,0.06081886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004962979,"about_ca_system_score_gemma":0.01862878,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8203295,"about_ca_topic_score_gemma":0.8508347,"domain_scores_codex":[0.9993201,0.00002880123,0.00006930396,0.0001122315,0.0003210266,0.0001484934],"domain_scores_gemma":[0.9952553,0.0007923322,0.0001691227,0.0005396773,0.002815619,0.0004279206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008965891,0.00002597884,0.002799961,0.0001379837,0.00004468333,0.0000406969,0.00008994598,0.001308355,0.0003565717,0.0009652401,0.9763072,0.01783369],"study_design_scores_gemma":[0.0004133825,0.00001305009,0.01992093,0.0001616667,0.00007842781,0.00007829,0.0002968629,0.01905488,0.005098046,0.006662722,0.94796,0.0002616787],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"software","genre_scores_codex":[0.003080845,0.0001069904,0.007456288,0.0003146189,0.0002134238,0.000204141,0.8762683,0.09179394,0.02056153],"genre_scores_gemma":[0.02542025,0.0004357569,0.02836322,0.0003611604,0.00008057091,0.0005106733,0.8674513,0.05120834,0.02616877],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.1796705,"threshold_uncertainty_score":0.4389614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06971899023187522,"score_gpt":0.2562199843994687,"score_spread":0.1865009941675935,"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."}}