{"id":"W4393073497","doi":"10.1080/07293682.2024.2331738","title":"A Transition to Sustainable Housing: Progress and Prospects for a Low Carbon Future","year":2023,"lang":"en","type":"article","venue":"Australian Planner","topic":"Urban and Rural Development Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transition (genetics); Carbon fibers; Transition management (governance); Greenhouse gas; Sustainable development; Political science; Business; Economics; Computer science; Corporate governance; Chemistry; Management; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001128824,0.0002178533,0.0002835407,0.0003274619,0.00221734,0.005972367,0.0005485603,0.001933515,0.01015554],"category_scores_gemma":[0.001450954,0.0001283327,0.0002663522,0.0008440965,0.002208255,0.004295748,0.001856321,0.002924459,0.002066844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002621078,"about_ca_system_score_gemma":0.006503968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0172449,"about_ca_topic_score_gemma":0.0524642,"domain_scores_codex":[0.9995047,0.0001323171,0.00001578077,0.00002329737,0.0001755428,0.0001484266],"domain_scores_gemma":[0.9994857,0.00008967349,0.0000416175,0.00001611112,0.0001107643,0.0002560164],"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":[0.00003190236,0.00006518989,0.001846411,0.00042043,0.000009635979,0.0001469214,0.005761383,0.0004450372,0.0003433171,0.2178127,0.559858,0.213259],"study_design_scores_gemma":[0.000003188586,0.00004711982,0.00439438,0.0004458646,0.000003155558,0.00008522579,0.01008782,0.0004102924,0.0001201828,0.03269752,0.9516888,0.00001633507],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02033504,0.07796902,0.00349264,0.5994195,0.01426035,0.00005006875,0.0002095798,0.0001272725,0.2841367],"genre_scores_gemma":[0.3431365,0.1641027,0.009457096,0.0531573,0.00472255,0.00009178969,0.0004528087,0.0001432962,0.424736],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0172449,"threshold_uncertainty_score":0.03428906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02539612716679404,"score_gpt":0.2938067891904437,"score_spread":0.2684106620236497,"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."}}