{"id":"W4409736054","doi":"10.1145/3706598.3713121","title":"Management, Cooperation, and Sustainability: Unpacking the Data Practices of Housing Cooperatives","year":2025,"lang":"en","type":"article","venue":"","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Unpacking; Sustainability; Business; Process management; Knowledge management; Environmental resource management; Computer science; Economics","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":[0.02587479,0.0003121688,0.0003394759,0.004998003,0.006610503,0.01444871,0.002234492,0.001947986,0.003710664],"category_scores_gemma":[0.04930633,0.0005871517,0.0002976873,0.008568671,0.0211173,0.02014794,0.008969032,0.00167765,0.0004437807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005030635,"about_ca_system_score_gemma":0.01030691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02253904,"about_ca_topic_score_gemma":0.03039876,"domain_scores_codex":[0.9802074,0.0148617,0.0007739977,0.001227115,0.002104422,0.0008252869],"domain_scores_gemma":[0.9238746,0.05159755,0.005555562,0.01154721,0.00533814,0.002087006],"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":[0.00006635449,0.000145536,0.0463771,0.0002637249,0.00003335298,0.0002991707,0.2773695,0.002617946,0.0007710058,0.4788323,0.004157569,0.1890664],"study_design_scores_gemma":[0.00001706908,0.0001356867,0.02701236,0.0008568509,0.00004775816,0.0003837837,0.3879462,0.01118789,0.001426668,0.373696,0.197205,0.00008468222],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6929777,0.003177618,0.1483744,0.0384382,0.000183304,0.0002645222,0.0003181228,0.0002839398,0.1159823],"genre_scores_gemma":[0.9731274,0.0007002404,0.02282611,0.0002223773,0.00004050235,0.00007758749,0.0000660212,0.00005256445,0.002887321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02587479,"threshold_uncertainty_score":0.1368406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04253591370383625,"score_gpt":0.3200197049817764,"score_spread":0.2774837912779402,"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."}}