{"id":"W4413606503","doi":"10.64628/aam.hm6hfekmh","title":"Canadian scientists are still being muzzled, and that risks undermining climate policy","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Climate policy; Climate change; Political science; Natural resource economics; Environmental planning; Environmental science; Economics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.006012569,0.0007250091,0.0009098813,0.001720431,0.01351172,0.01138664,0.001775223,0.009827715,0.03243708],"category_scores_gemma":[0.03077055,0.0004843904,0.0008690514,0.004358149,0.006580452,0.009103295,0.0037403,0.01031168,0.003052905],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05959738,"about_ca_system_score_gemma":0.1378662,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9709254,"about_ca_topic_score_gemma":0.9794286,"domain_scores_codex":[0.9916781,0.0008477439,0.0001253574,0.0005959217,0.005037712,0.001715188],"domain_scores_gemma":[0.9830909,0.002656227,0.0005188764,0.001141091,0.009244739,0.003348044],"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":[0.0000700396,0.00001740045,0.001995404,0.0001107109,0.00004750905,0.00008468297,0.001028855,0.000650816,0.0003850526,0.2805748,0.6958888,0.01914594],"study_design_scores_gemma":[0.0000266223,0.000008263233,0.00250348,0.0001147135,0.00003138858,0.00003717358,0.001988162,0.0007066048,0.0002957357,0.09393959,0.9002827,0.00006562806],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004387158,0.006393999,0.001778687,0.8845208,0.00592395,0.00002165037,0.001326791,0.0002279246,0.09541893],"genre_scores_gemma":[0.2777803,0.02174563,0.01025436,0.3526038,0.005488659,0.0000832614,0.001986661,0.0008213727,0.3292359],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9864883,"threshold_uncertainty_score":0.4324113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03641709589157376,"score_gpt":0.2695169163648927,"score_spread":0.233099820473319,"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."}}