{"id":"W4409644678","doi":"10.2139/ssrn.5213866","title":"Thinking Like a Practicing Lawyer as a Legal Research Methodology ","year":2025,"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":"Queen's University","funders":"","keywords":"Engineering ethics; Legal ethics; Psychology; Medicine; Medical education; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.02456516,0.0002700136,0.0004197001,0.001218866,0.01373791,0.01772262,0.001443528,0.00808032,0.05182698],"category_scores_gemma":[0.05641347,0.0004608042,0.0002411737,0.00137732,0.01187874,0.01093064,0.005502129,0.008464055,0.01091199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00719359,"about_ca_system_score_gemma":0.03597178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0095236,"about_ca_topic_score_gemma":0.0268494,"domain_scores_codex":[0.9796104,0.01372335,0.0007803132,0.001741101,0.003134805,0.001010027],"domain_scores_gemma":[0.9485919,0.02356751,0.002530749,0.002947714,0.009961257,0.0124008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003806453,0.0003961673,0.006257106,0.0003818161,0.00001683409,0.0002811859,0.03774896,0.0002082611,0.001371415,0.3758742,0.3880704,0.1893556],"study_design_scores_gemma":[0.00004436534,0.000113135,0.004944349,0.001460464,0.0000196873,0.0005546496,0.06647999,0.0006495838,0.001044667,0.2366086,0.6880398,0.00004063055],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02027033,0.002208324,0.01242171,0.6398005,0.00417148,0.000351184,0.0002748227,0.0002775274,0.3202241],"genre_scores_gemma":[0.3485985,0.004159543,0.04203341,0.1765173,0.001538514,0.001272111,0.0002320687,0.0003974931,0.4252511],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05182698,"threshold_uncertainty_score":0.1733785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1991904193241279,"score_gpt":0.551081312368497,"score_spread":0.3518908930443691,"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."}}