{"id":"W2025389286","doi":"10.1177/02767602022003008","title":"Book Review: What We Learned in the Rainforest: Business Lessons From Nature","year":2002,"lang":"en","type":"article","venue":"Bulletin of Science Technology & Society","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Rainforest; Business; Ecology; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001263742,0.0001392621,0.0002260745,0.0002204062,0.0003623233,0.0001604446,0.001136079,0.0002275344,0.002445147],"category_scores_gemma":[0.0002636449,0.000105539,0.00007129222,0.002524778,0.001719824,0.0004859541,0.0002761491,0.0004737383,0.0003670325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006518993,"about_ca_system_score_gemma":0.00004361498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003939778,"about_ca_topic_score_gemma":0.000004511693,"domain_scores_codex":[0.9986863,0.000006094966,0.0003567347,0.0003341324,0.0003032426,0.000313551],"domain_scores_gemma":[0.9990294,0.00004339331,0.0002832603,0.0003670301,0.0002715598,0.000005349669],"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":[9.811289e-7,0.00004618428,0.0005034894,0.00008556018,0.000006578931,0.000001641738,0.0005093818,0.000002767658,0.00006835667,0.01516181,0.9744275,0.009185729],"study_design_scores_gemma":[0.0002315062,0.000001879295,0.002575175,0.0003505553,0.000007722368,0.000001211514,0.004961182,0.0001181053,0.00003378504,0.00129845,0.9902909,0.000129464],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02114521,0.06564418,0.00001814949,0.9043025,0.00040092,0.0004012601,0.000001110947,0.0001285294,0.007958082],"genre_scores_gemma":[0.234196,0.1267389,0.001825702,0.6316437,0.0002817783,0.0001333164,0.00001868669,0.00002835898,0.00513352],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2726588,"threshold_uncertainty_score":0.9984667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01687901481192687,"score_gpt":0.2486355274333654,"score_spread":0.2317565126214385,"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."}}