{"id":"W1496952816","doi":"10.25916/sut.26223833","title":"Cyclic Functional Collaboration: A scientific approach to housing","year":2012,"lang":"en","type":"article","venue":"Swinburne Research Bank (Swinburne University of Technology)","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Computer science; Public relations; Political science","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":[0.02657326,0.0008131117,0.0006802139,0.005997304,0.009186303,0.01098922,0.003875196,0.005176979,0.00545817],"category_scores_gemma":[0.02012913,0.0005640484,0.001216291,0.005976717,0.06376386,0.01629,0.01268249,0.004584014,0.0009629321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0115593,"about_ca_system_score_gemma":0.01466267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003818189,"about_ca_topic_score_gemma":0.004574122,"domain_scores_codex":[0.9657568,0.02719758,0.0007640466,0.002042929,0.003357365,0.0008812018],"domain_scores_gemma":[0.9800757,0.01239525,0.001572738,0.002815627,0.002135984,0.001004758],"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":[0.000007965522,0.00001396063,0.0002845807,0.00009470633,0.000005823478,0.00004318482,0.008919682,0.000693316,0.00004382212,0.979799,0.002083131,0.008010744],"study_design_scores_gemma":[0.000009497105,0.00002318386,0.0002224574,0.0001379681,0.00000515523,0.00006814369,0.004743825,0.001253488,0.00008799379,0.9379147,0.05552296,0.00001069229],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01950172,0.01179582,0.5542367,0.08617355,0.001780221,0.0006584327,0.0001689969,0.0002395574,0.325445],"genre_scores_gemma":[0.7584267,0.01055999,0.1956054,0.006089121,0.001887285,0.00214739,0.0002119299,0.0002208793,0.02485133],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02657326,"threshold_uncertainty_score":0.1405345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0330381216406927,"score_gpt":0.2511103245349303,"score_spread":0.2180722028942376,"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."}}