{"id":"W4386572562","doi":"10.31219/osf.io/nya52","title":"The Nature Positive Journey for Business: A research agenda to enable private sector contributions to the global biodiversity framework.","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Bioeconomy and Sustainability Development","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Leverhulme Trust","keywords":"Private sector; Action (physics); Conceptual framework; Business; Biodiversity; Public relations; Environmental resource management; Knowledge management; Political science; Economics; Economic growth; Sociology; Ecology; Social science; Computer science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002488858,0.0002250331,0.0002380635,0.00001998388,0.002755082,0.0007091617,0.001359806,0.0006239238,0.00011074],"category_scores_gemma":[0.002365928,0.00006453612,0.0001774806,0.001108144,0.0001428297,0.0000452542,0.002696992,0.001090916,0.0002225313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008730773,"about_ca_system_score_gemma":0.000247164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001675412,"about_ca_topic_score_gemma":0.006643321,"domain_scores_codex":[0.9976211,0.0002854645,0.0002626133,0.0006669806,0.0003654384,0.0007983693],"domain_scores_gemma":[0.9959588,0.001578936,0.00006739711,0.0002203349,0.001947225,0.0002273182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001040813,0.0002691568,0.01401625,0.0001151559,0.0005555017,0.00002255269,0.001656682,0.00039641,0.0001898994,0.04758212,0.9189513,0.01520413],"study_design_scores_gemma":[0.0000630172,0.0001122692,0.1706838,0.0000541597,0.00001526001,0.000001322995,0.002567613,0.000007337428,0.0002508604,0.05424322,0.7717527,0.0002484203],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2371667,0.0001662328,0.0007382933,0.7474453,0.001110269,0.00454151,0.008416675,0.0001200049,0.0002950156],"genre_scores_gemma":[0.9556893,0.0003460498,0.002695208,0.02800739,0.002169472,0.0022306,0.001583701,0.000003882268,0.007274454],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.719438,"threshold_uncertainty_score":0.9985432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0649804360675149,"score_gpt":0.3418818797703048,"score_spread":0.2769014437027899,"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."}}