{"id":"W7027422548","doi":"","title":"The culture of liberalism: A case for neutrality in uncertain times","year":2025,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Precipitation Measurement and Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Social Sciences and Humanities Research Council of Canada; McGill University","keywords":"Neutrality; Government (linguistics)","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001531363,0.0003839947,0.0005414931,0.0002654096,0.0008955172,0.00009579671,0.0005231721,0.0003901123,0.0002761135],"category_scores_gemma":[0.0006756143,0.0002869182,0.0003946653,0.0007664123,0.00004458024,0.0003693026,0.00001287743,0.0005826854,0.00002157921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004628925,"about_ca_system_score_gemma":0.0000810031,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004901692,"about_ca_topic_score_gemma":0.1022519,"domain_scores_codex":[0.997287,0.0004185826,0.0008165204,0.0005595979,0.0004784032,0.0004398454],"domain_scores_gemma":[0.9980279,0.0006233969,0.0004636883,0.0003945373,0.0003681701,0.0001223062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002134863,0.000276311,0.007886075,0.002596696,0.001546579,0.0004112396,0.0005702712,0.004836522,0.002425869,0.04133882,0.0004831955,0.9354936],"study_design_scores_gemma":[0.01028587,0.001484604,0.07838451,0.004244694,0.004464122,0.0001778398,0.03020068,0.008928435,0.05425817,0.4802534,0.3202876,0.007030098],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9144725,0.001930889,2.346582e-7,0.0000769047,0.0009042417,0.001051753,0.004204178,0.00006532326,0.07729395],"genre_scores_gemma":[0.9764718,0.0003136689,0.0003864364,0.0001265259,0.0000287525,0.00003817294,0.002938078,0.00001313044,0.01968337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9284635,"threshold_uncertainty_score":0.9999583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02773648534469596,"score_gpt":0.2597169841123302,"score_spread":0.2319804987676342,"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."}}