{"id":"W4380087083","doi":"10.31219/osf.io/vk2hq","title":"Operationalizing transformative change for business in the context of nature positive","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Bioeconomy and Sustainability Development","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformative learning; Operationalization; Context (archaeology); CLARITY; Business; Public relations; Political science; Sociology; Epistemology; Geography","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":[0.02267154,0.001400314,0.0006202818,0.00437617,0.008543369,0.02028347,0.002660183,0.006325531,0.006036746],"category_scores_gemma":[0.02254498,0.0004765717,0.001468616,0.003149196,0.05367356,0.01861693,0.01431649,0.005755011,0.0006490218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01526868,"about_ca_system_score_gemma":0.01538038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006448219,"about_ca_topic_score_gemma":0.007650484,"domain_scores_codex":[0.9752632,0.01587314,0.0009184494,0.002151554,0.003079551,0.002714108],"domain_scores_gemma":[0.9775702,0.01200801,0.0029972,0.002554412,0.002674945,0.00219529],"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":[0.00002371205,0.0001396826,0.00289653,0.0001682771,0.00002219042,0.000476125,0.01411157,0.002942246,0.000515349,0.961292,0.001401705,0.01601051],"study_design_scores_gemma":[0.00002641452,0.0001375119,0.003375028,0.0005817819,0.00004343724,0.0002866923,0.04052978,0.006457536,0.001082891,0.8761663,0.07124103,0.00007150043],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1275573,0.00239197,0.2137063,0.07453597,0.0005905647,0.001081171,0.0001786939,0.0003230841,0.5796348],"genre_scores_gemma":[0.9563949,0.000569796,0.03792385,0.00165223,0.00007769711,0.0003830816,0.00006617452,0.00005231991,0.002880106],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02267154,"threshold_uncertainty_score":0.1199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0549946171258968,"score_gpt":0.2767865720868632,"score_spread":0.2217919549609665,"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."}}