{"id":"W4412591552","doi":"10.1145/3744169.3744170","title":"Sociotechnical Remantling","year":2025,"lang":"en","type":"article","venue":"","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Sociotechnical system; Computer science; Knowledge management","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":[0.003816511,0.0006216437,0.0002300546,0.002364776,0.002138629,0.003798241,0.001256824,0.001220998,0.04722748],"category_scores_gemma":[0.008091399,0.0003003814,0.0006744058,0.0009250477,0.001971505,0.003340017,0.004679932,0.001304661,0.01256905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001707772,"about_ca_system_score_gemma":0.002261883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002419398,"about_ca_topic_score_gemma":0.003749859,"domain_scores_codex":[0.9962096,0.001803373,0.0001672042,0.0004457585,0.001074985,0.0002990129],"domain_scores_gemma":[0.9953466,0.001380644,0.0002835389,0.001830123,0.0009155332,0.0002434541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007615824,0.000290262,0.004589526,0.000264344,0.00002274978,0.0007880646,0.007298443,0.002990223,0.009627515,0.645557,0.01326997,0.3152257],"study_design_scores_gemma":[0.00002626323,0.0002730455,0.009157226,0.0002959584,0.00003267184,0.001334082,0.006948608,0.01937788,0.01428162,0.2470053,0.7012123,0.00005504045],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0559901,0.0004972322,0.182806,0.002823483,0.0003647364,0.0004958471,0.0003145256,0.001405768,0.7553023],"genre_scores_gemma":[0.5699491,0.0006091632,0.08314314,0.001012595,0.0001409836,0.000538116,0.0007538262,0.0004349774,0.3434181],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04722748,"threshold_uncertainty_score":0.1579916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1129888293576878,"score_gpt":0.4759871031913381,"score_spread":0.3629982738336503,"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."}}