{"id":"W4414145259","doi":"10.5206/sc.v16i1.22588","title":"The Controversial Bill C-18: Will it Really Help?","year":2025,"lang":"en","type":"article","venue":"The Social Contract","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Censorship; Revenue; Dominance (genetics); Compensation (psychology); News media; Business model; First amendment","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001111898,0.0001005045,0.0001534498,0.00001864961,0.003844196,0.0002197612,0.000601333,0.0001200115,0.0001468924],"category_scores_gemma":[0.00114305,0.00005840745,0.0001633337,0.0002819891,0.000791623,0.000152515,0.00003636501,0.0002520924,0.00004039329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002582711,"about_ca_system_score_gemma":0.0008635466,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2127506,"about_ca_topic_score_gemma":0.2998225,"domain_scores_codex":[0.9985323,0.0003322052,0.000176919,0.0001417786,0.0003184556,0.0004983445],"domain_scores_gemma":[0.9983805,0.001160005,0.0001258637,0.0001678233,0.00009223677,0.00007354859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005928708,0.000008245459,0.00004625381,9.123232e-7,0.00004075679,0.000002269768,0.005994379,3.599224e-7,0.00002251677,0.5738319,0.4102797,0.009713446],"study_design_scores_gemma":[0.0003925489,0.000009404461,0.006109749,0.000008337404,0.00003035565,1.836015e-7,0.002449575,0.000006334344,0.000008250068,0.0225652,0.9683354,0.00008461271],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00638986,0.0004002361,0.00002914058,0.6166546,0.0009444474,0.0004280037,0.0001154523,0.00004945309,0.3749888],"genre_scores_gemma":[0.9124791,0.0002583489,0.000001265021,0.02038971,0.001526333,0.00001482319,9.31945e-7,0.000006376649,0.06532311],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9060892,"threshold_uncertainty_score":0.9974527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01830986167320132,"score_gpt":0.3266243642208066,"score_spread":0.3083145025476053,"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."}}