{"id":"W4408538214","doi":"10.2139/ssrn.5104939","title":"Regulating Autonomous Systems in Canada","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"European and International Contract Law","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Business","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":[],"consensus_categories":[],"category_scores_codex":[0.001854752,0.0003774801,0.0004581725,0.001409739,0.01537583,0.009724448,0.002263654,0.004711166,0.01408875],"category_scores_gemma":[0.007153788,0.0003877368,0.0006234058,0.002286495,0.005338167,0.001490844,0.003138742,0.004197257,0.0006113499],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1490077,"about_ca_system_score_gemma":0.2553509,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9953244,"about_ca_topic_score_gemma":0.996183,"domain_scores_codex":[0.9952571,0.0004131588,0.0001028363,0.0005283491,0.001524943,0.002173611],"domain_scores_gemma":[0.9962425,0.000632706,0.0001354023,0.000168935,0.001865446,0.0009549294],"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":[0.00003982411,0.00002903298,0.003851371,0.0000360758,0.00002089074,0.0002226241,0.002526653,0.004067106,0.0002601092,0.9544184,0.02335121,0.01117661],"study_design_scores_gemma":[0.0001282647,0.00007389579,0.02788292,0.0002876645,0.000117221,0.0001889952,0.0129221,0.01811521,0.001238441,0.1770191,0.7617843,0.0002419242],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2464899,0.003345578,0.005980088,0.04807581,0.0005215577,0.0001847402,0.0008330841,0.000149055,0.6944203],"genre_scores_gemma":[0.809262,0.0008943325,0.001540831,0.003660303,0.00004764052,0.00005241426,0.000129718,0.000044221,0.1843685],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8509923,"threshold_uncertainty_score":0.9870304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01251441237152156,"score_gpt":0.2699381318136401,"score_spread":0.2574237194421186,"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."}}