{"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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001150094,0.0002107433,0.0002621582,0.0004956322,0.0005151479,0.0001183659,0.0003194815,0.003149406,0.00131451],"category_scores_gemma":[0.0004567973,0.0002282338,0.00007118481,0.001613604,0.0009124569,0.0001983732,0.00009253655,0.002214283,0.00008314046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00156302,"about_ca_system_score_gemma":0.002274748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007577525,"about_ca_topic_score_gemma":0.0073845,"domain_scores_codex":[0.9982986,0.0000269221,0.0005504047,0.0004191866,0.000359462,0.0003453838],"domain_scores_gemma":[0.998538,0.00008961787,0.0001288385,0.0002255175,0.0009711818,0.00004682913],"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":[6.775313e-7,0.00001297847,0.0002400882,0.00002167323,0.0000187241,0.000002449336,0.003154984,0.000002255809,7.860709e-7,0.957884,0.03825021,0.0004111995],"study_design_scores_gemma":[0.00003866962,0.000005030274,0.00008819035,0.00001805699,0.000008247148,1.540333e-7,0.007354619,0.000003351503,0.000001396407,0.45182,0.5405225,0.0001398606],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003671408,0.0001025907,0.00005229717,0.06460392,0.0003250146,0.0007167741,0.00005397095,0.0004259832,0.9333523],"genre_scores_gemma":[0.04796056,0.000134331,0.000184567,0.0007274802,0.0003554287,0.00006847247,0.00005082419,0.0000302234,0.9504881],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.506064,"threshold_uncertainty_score":0.9995984,"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."}}