{"id":"W1592677246","doi":"10.2139/ssrn.2509596","title":"Canada's 'Top Sex Crime Lawyers': The Ethical Parameters of Commercial Expression by the Criminal Defence Bar","year":2014,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Legal Education and Practice Innovations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Criminology; Bar (unit); Political science; Law; Criminal law; Expression (computer science); Criminal procedure; Psychology; Physics; Computer science","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":[0.00592343,0.0002543317,0.0004084794,0.001296764,0.0355517,0.02238642,0.002340813,0.01197575,0.01478075],"category_scores_gemma":[0.02685039,0.0005077447,0.0004049651,0.001775245,0.01787336,0.003858637,0.004165519,0.01440529,0.0007243807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08879294,"about_ca_system_score_gemma":0.2434481,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9794812,"about_ca_topic_score_gemma":0.9944569,"domain_scores_codex":[0.9884238,0.001704263,0.0001495697,0.0006904861,0.004260724,0.004771222],"domain_scores_gemma":[0.9828636,0.004601273,0.0007386014,0.0005192932,0.005720237,0.005557041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007093397,0.00007927109,0.01003262,0.00007222527,0.0000210979,0.0007560238,0.05285672,0.0003189346,0.0004327165,0.5447688,0.3497679,0.04082272],"study_design_scores_gemma":[0.00004407499,0.00003377984,0.03518816,0.000341338,0.00004497216,0.0002987893,0.1084465,0.0007011374,0.0007541708,0.03882206,0.8151512,0.0001738599],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1349657,0.002797073,0.001028177,0.6257651,0.001452838,0.00005163613,0.0002825745,0.00005344086,0.2336036],"genre_scores_gemma":[0.8330712,0.0008372242,0.0007027244,0.06594618,0.0002841908,0.00002390675,0.00005258294,0.0000990363,0.09898287],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08879294,"threshold_uncertainty_score":0.6442409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02326717267854068,"score_gpt":0.3338160727490121,"score_spread":0.3105489000704715,"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."}}