{"id":"W7113189848","doi":"","title":"Bridging the gap: Professional perspectives on cohousing and the institutions of housing production in Canada","year":2025,"lang":"","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Collaborative and Sustainable Housing Initiatives","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Bridging (networking); Production (economics); Knowledge production; Mode of production","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.003552941,0.0006817543,0.000929591,0.0005372427,0.01029146,0.0002021873,0.0006502442,0.0003370592,0.00004059024],"category_scores_gemma":[0.007004428,0.0004989634,0.0001948296,0.003610147,0.001429531,0.0008909155,0.0002173444,0.002115646,0.000001778722],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004813765,"about_ca_system_score_gemma":0.008672625,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6714827,"about_ca_topic_score_gemma":0.9522692,"domain_scores_codex":[0.9918969,0.003515368,0.001164879,0.001163258,0.001429439,0.0008301566],"domain_scores_gemma":[0.9947819,0.001624522,0.001131672,0.0005414259,0.001788571,0.0001319524],"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":[0.002158291,0.0005394207,0.001112619,0.0007928191,0.0005133303,0.00006003394,0.0165395,0.007210021,0.001014493,0.8866756,0.00001042408,0.08337344],"study_design_scores_gemma":[0.002589287,0.0001159259,0.0108668,0.005540343,0.0004877873,0.000005360981,0.951899,0.000676941,0.005491636,0.01298783,0.008123628,0.001215468],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9464523,0.001285487,7.22502e-7,0.001315911,0.002485907,0.002520489,0.0002356042,0.00003178807,0.04567182],"genre_scores_gemma":[0.9957517,0.001445997,0.00003532647,0.0002417222,0.0001214109,0.0001882574,0.00003275298,0.00004594386,0.0021369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9353595,"threshold_uncertainty_score":0.9997462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02741951254413348,"score_gpt":0.2989355946620903,"score_spread":0.2715160821179568,"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."}}