{"id":"W3088644045","doi":"10.1177/0007650320959027","title":"Toward Collaborative Cross-Sector Business Models for Sustainability","year":2020,"lang":"en","type":"article","venue":"Business & Society","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":140,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Sustainability; Sustainability organizations; Business; Business model; Action (physics); Value (mathematics); Civil society; Sustainability science; Product-service system; Public relations; Knowledge management; Marketing; Political science; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000450928,0.0003132643,0.0004011607,0.00004460702,0.0004745435,0.0006729324,0.0003419594,0.0001758293,0.0002292562],"category_scores_gemma":[0.000403986,0.0003103254,0.000168025,0.001863431,0.0001775939,0.001762267,0.0002260532,0.0001293707,0.00006970216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000292352,"about_ca_system_score_gemma":0.0005622073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000114295,"about_ca_topic_score_gemma":0.000008187031,"domain_scores_codex":[0.9981966,0.00000761128,0.0005278992,0.0005753539,0.0002357128,0.0004568403],"domain_scores_gemma":[0.9935394,0.00004920341,0.000320418,0.0002060663,0.005856576,0.00002837182],"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":[0.001127621,0.0009057242,0.06446823,0.0130678,0.0007311674,0.00001666881,0.02598648,0.02473372,0.0004407403,0.4616941,0.3970495,0.009778248],"study_design_scores_gemma":[0.006973097,0.00001543098,0.1696422,0.00005451316,0.0001121146,0.000001133916,0.0150132,0.1010048,0.00008991051,0.0632896,0.6418667,0.001937297],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7036117,0.000178282,0.1771952,0.09932739,0.002358498,0.004108934,0.0001220077,0.001062875,0.01203514],"genre_scores_gemma":[0.9744042,0.0000169399,0.002707189,0.02018198,0.00178683,0.000261368,0.0002387649,0.00006203252,0.0003407062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3984045,"threshold_uncertainty_score":0.9999349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04529453938217665,"score_gpt":0.2662107137626331,"score_spread":0.2209161743804565,"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."}}