{"id":"W7155383729","doi":"10.60082/2817-5069.3960","title":"Married by Default","year":2025,"lang":"en","type":"article","venue":"Osgoode Hall law journal","topic":"Family Dynamics and Relationships","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Vision; Transformative learning; Certainty; Cohabitation; Conceptual framework; Restitution; Law reform","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002991108,0.0001690372,0.0003643658,0.0006014231,0.009100147,0.00308631,0.001219472,0.001723638,0.01795827],"category_scores_gemma":[0.00615282,0.0002367743,0.0002773635,0.0007354523,0.00683133,0.002738054,0.005259213,0.003459889,0.001426017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006993128,"about_ca_system_score_gemma":0.01148309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2586742,"about_ca_topic_score_gemma":0.3486502,"domain_scores_codex":[0.9969345,0.0006109917,0.0001155831,0.0004582654,0.0008115086,0.001069093],"domain_scores_gemma":[0.9985676,0.0003045082,0.0001319414,0.00028738,0.0003252792,0.0003832775],"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":[0.00002537779,0.00002234109,0.005084618,0.00002852023,0.00000483738,0.0003528912,0.01038252,0.000101472,0.0001860555,0.9369638,0.01611256,0.03073503],"study_design_scores_gemma":[0.00003586472,0.00008227136,0.01244213,0.0004072755,0.00003263335,0.001103749,0.03825478,0.001194672,0.000976562,0.2098532,0.7355428,0.00007394835],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1543632,0.001454693,0.01193098,0.03286591,0.0006811813,0.0001821315,0.0005980343,0.0001354407,0.7977884],"genre_scores_gemma":[0.8713322,0.0009963834,0.001381687,0.01279489,0.000133828,0.00007664542,0.0002258846,0.00004999957,0.1130086],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2586742,"threshold_uncertainty_score":0.5143372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009764659938705341,"score_gpt":0.2974040588205653,"score_spread":0.2876393988818599,"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."}}