{"id":"W4401512295","doi":"10.4324/9781003319481-7","title":"Sustainability innovations in industry-academy collaborations","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Innovation, Technology, and Society","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Business; Engineering management; Engineering; Ecology","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":[0.008900709,0.000372233,0.0003768356,0.001858603,0.01695767,0.01664993,0.001770661,0.007094923,0.00824333],"category_scores_gemma":[0.008408436,0.0003012725,0.000400515,0.004530653,0.01716732,0.01993804,0.01487267,0.008140644,0.001432227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01373915,"about_ca_system_score_gemma":0.0118823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00492018,"about_ca_topic_score_gemma":0.01155749,"domain_scores_codex":[0.9871615,0.008641249,0.0002182902,0.0004601068,0.002122347,0.001396543],"domain_scores_gemma":[0.9903805,0.006973302,0.000403254,0.0002603518,0.0005193217,0.00146314],"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":[0.00001699043,0.000134867,0.0006380245,0.0003106087,0.000005879063,0.0007913002,0.2367138,0.0002759151,0.0001746136,0.567344,0.1337472,0.05984677],"study_design_scores_gemma":[0.000008509974,0.00002222888,0.0004694299,0.000389738,0.000002087683,0.0002807828,0.1125773,0.0001139601,0.00007872852,0.03021302,0.8558308,0.00001331363],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04260027,0.0401849,0.001866629,0.2103858,0.003571972,0.0001000216,0.00003712764,0.00009078838,0.7011625],"genre_scores_gemma":[0.7080721,0.04497506,0.002132063,0.03221153,0.002295842,0.0003474026,0.00008913106,0.0001162046,0.2097607],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01695767,"threshold_uncertainty_score":0.09968501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04249999940341886,"score_gpt":0.3520095432396741,"score_spread":0.3095095438362553,"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."}}