{"id":"W4221017898","doi":"10.3390/su14073958","title":"Reckoning with Reality: Reflections on a Place-Based Social Innovation Lab","year":2022,"lang":"en","type":"article","venue":"Sustainability","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Commons; Knowledge management; Context (archaeology); Process management; Process (computing); Corporate governance; Participatory design; Business; Computer science; Sociology; Engineering; Political science; Operations management","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001776287,0.0001408456,0.0001545677,0.0004353217,0.002132259,0.00006055809,0.0001872407,0.00007943594,0.000124479],"category_scores_gemma":[0.0005926584,0.0001396513,0.00003099293,0.003814163,0.0002068636,0.0002135856,0.0002214693,0.0005357396,0.000004733775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001542563,"about_ca_system_score_gemma":0.0004169533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002008033,"about_ca_topic_score_gemma":0.00004337763,"domain_scores_codex":[0.9987345,0.0000679048,0.0002558692,0.0003409033,0.0003090643,0.0002918071],"domain_scores_gemma":[0.998597,0.00004090257,0.0002159488,0.0002037815,0.0009393545,0.000002994322],"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":[0.0003998479,0.0002664819,0.01158625,0.0001120879,0.0000245766,0.000009237824,0.0005265272,0.000400246,0.000009264956,0.9771147,0.002756545,0.00679419],"study_design_scores_gemma":[0.001937031,0.0002095756,0.07764284,0.00001384421,0.00004653975,0.000001779202,0.02777182,0.000749035,0.0001793742,0.4699945,0.4206811,0.0007724918],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9134921,0.000002294817,0.002913124,0.03515378,0.0002299777,0.0008299662,0.000005303235,0.0005512538,0.04682221],"genre_scores_gemma":[0.9952824,4.145591e-8,0.0002666113,0.003260561,0.0001941057,0.0004585222,0.00008802835,0.00001791612,0.0004318252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5071202,"threshold_uncertainty_score":0.9991668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04974766391431738,"score_gpt":0.3056025427288428,"score_spread":0.2558548788145254,"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."}}