{"id":"W4406753439","doi":"10.1126/science.adw1660","title":"Canadian science girds for shift","year":2025,"lang":"en","type":"article","venue":"Science","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science","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":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.00415568,0.001017499,0.00105618,0.001919678,0.01580481,0.008702984,0.001510792,0.009551569,0.1699449],"category_scores_gemma":[0.009248331,0.0006288404,0.001361487,0.00127905,0.002040121,0.001647319,0.003702569,0.01373102,0.04790081],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03059982,"about_ca_system_score_gemma":0.1083508,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7837835,"about_ca_topic_score_gemma":0.9317744,"domain_scores_codex":[0.9916034,0.0002634024,0.0001212276,0.0005832216,0.005051033,0.002377659],"domain_scores_gemma":[0.9852304,0.0003612115,0.0001313344,0.0003739118,0.007572592,0.006330629],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005110804,0.00002189206,0.0004123922,0.0000207417,0.0000076649,0.00008441098,0.00006845451,0.00003510209,0.0002499694,0.006704648,0.9858956,0.006448113],"study_design_scores_gemma":[0.00001186028,0.00001443664,0.001335751,0.00001507679,0.000004637383,0.00001677416,0.0001851253,0.00003597426,0.00008929573,0.0005531844,0.9977254,0.00001254648],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.004169818,0.003027422,0.001076856,0.4319854,0.1033411,0.0004800804,0.004034106,0.0007820515,0.4511032],"genre_scores_gemma":[0.01176512,0.0005604143,0.0005637402,0.04316776,0.002012185,0.00005824348,0.0007446908,0.0001232967,0.9410046],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9958443,"threshold_uncertainty_score":0.5685225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1064073970419734,"score_gpt":0.509849234772615,"score_spread":0.4034418377306416,"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."}}