{"id":"W4416378449","doi":"10.1017/9781108641784","title":"Chilling Effects","year":2025,"lang":"","type":"book","venue":"Cambridge University Press eBooks","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Conformity; Democracy; Limit (mathematics); Control (management); Human rights","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.004018621,0.001179072,0.0007808945,0.001819219,0.005254568,0.007781747,0.001891041,0.005264365,0.05741965],"category_scores_gemma":[0.01755898,0.0005840787,0.00142218,0.001461376,0.01795737,0.01283143,0.006674506,0.008537612,0.008103126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004645432,"about_ca_system_score_gemma":0.003039399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003927637,"about_ca_topic_score_gemma":0.004231895,"domain_scores_codex":[0.9952195,0.001306335,0.0001958123,0.0009489519,0.001708226,0.0006212977],"domain_scores_gemma":[0.9883152,0.006540255,0.0007204913,0.002086058,0.001878119,0.0004599571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003153137,0.00002682259,0.0004718089,0.0001620123,0.00002152259,0.0001907062,0.001761322,0.0003633651,0.0003466663,0.9172903,0.04151523,0.03781871],"study_design_scores_gemma":[0.000023739,0.00005436233,0.0006297138,0.0003837374,0.00003423466,0.0005497207,0.001141505,0.000443975,0.001044735,0.4094712,0.586186,0.00003697903],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006595557,0.01540167,0.02723587,0.02133659,0.002837114,0.0001371659,0.0001764635,0.0004189715,0.9258606],"genre_scores_gemma":[0.426982,0.02004782,0.0105398,0.0430284,0.003579015,0.0004823648,0.0002522829,0.001353501,0.4937348],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9947454,"threshold_uncertainty_score":0.1920878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0247057092564258,"score_gpt":0.2652226626741602,"score_spread":0.2405169534177344,"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."}}