{"id":"W3044731708","doi":"10.1016/j.oneear.2020.06.011","title":"Science-Industry Collaboration: Sideways or Highways to Ocean Sustainability?","year":2020,"lang":"en","type":"article","venue":"One Earth","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Ocean Frontier Institute; Gordon and Betty Moore Foundation; Science Foundation Ireland; Fisheries Society of the British Isles; Walton Family Foundation; David and Lucile Packard Foundation","keywords":"Sustainability; Private sector; Work (physics); Perspective (graphical); Public relations; Sustainable development; Business; Engineering ethics; Political science; Engineering; Computer science; Ecology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002084306,0.0001021169,0.0001041317,0.00003901454,0.0002114089,0.0001177236,0.0002959372,0.00003451554,0.003574184],"category_scores_gemma":[0.000245082,0.00008690661,0.00001978902,0.001969999,0.0001850888,0.0003114389,0.00225796,0.0001199832,0.000792941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001316227,"about_ca_system_score_gemma":0.0001412654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001397169,"about_ca_topic_score_gemma":0.0002863739,"domain_scores_codex":[0.9986676,0.00001774451,0.0001414546,0.0004244965,0.000440975,0.0003077372],"domain_scores_gemma":[0.9993214,0.00001287305,0.00002975617,0.0002438281,0.00003375616,0.0003583636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006501936,0.0009750554,0.03970391,0.0001743807,0.0000381139,0.0003020435,0.008170122,0.02916544,0.01798481,0.03844333,0.4222187,0.4421739],"study_design_scores_gemma":[0.0007213667,0.001589889,0.06254277,0.00001187852,0.00002383673,0.000003343901,0.004036895,0.002676568,0.008476693,0.002405671,0.9169087,0.0006023378],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6801928,0.000002798951,0.0007501927,0.07001658,0.0001511311,0.000864958,0.00001065503,0.000267718,0.2477432],"genre_scores_gemma":[0.9858271,0.000001130599,0.0009252192,0.002658863,0.00008707951,0.00000633233,0.000001924559,0.000007231946,0.01048505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4946901,"threshold_uncertainty_score":0.999985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01712078723733568,"score_gpt":0.2429060437094481,"score_spread":0.2257852564721124,"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."}}