{"id":"W6931345295","doi":"10.5281/zenodo.4540322","title":"Transformational Opportunities for People, Ocean, and Planet","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Gene expression and cancer classification","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Future Earth","funders":"","keywords":"Compendium; Transformational leadership; Climate change; Multidisciplinary approach; Sustainability; Power (physics); Government (linguistics); Biodiversity","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002388145,0.0004520751,0.0002799253,0.001110895,0.002343234,0.006273817,0.000491489,0.001198945,0.01653733],"category_scores_gemma":[0.002059488,0.0001362945,0.0003332025,0.001693798,0.002509281,0.004241316,0.006101392,0.002075177,0.003414622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00168548,"about_ca_system_score_gemma":0.003367541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001480543,"about_ca_topic_score_gemma":0.003261364,"domain_scores_codex":[0.9988561,0.0003128394,0.00003518963,0.00009099301,0.0003396639,0.0003650983],"domain_scores_gemma":[0.9987065,0.0002171754,0.00008664763,0.0001216358,0.00022068,0.0006473064],"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":[0.0001438867,0.00004764642,0.001677952,0.0005929153,0.00002607148,0.0002933108,0.004246475,0.0002937268,0.005426724,0.3509457,0.3129288,0.3233769],"study_design_scores_gemma":[0.000002129877,0.000009579106,0.0004958216,0.00004559532,0.000001573524,0.00005903641,0.0009982029,0.00001904713,0.0003539386,0.01141715,0.9865935,0.000004416896],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03406228,0.09624317,0.014104,0.1855777,0.02772786,0.0001855023,0.002970556,0.001287606,0.6378414],"genre_scores_gemma":[0.5168628,0.07484119,0.0320208,0.02547545,0.005373638,0.0003842837,0.005770041,0.0007283589,0.3385436],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01653733,"threshold_uncertainty_score":0.05532289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04704779707461836,"score_gpt":0.2448452408475043,"score_spread":0.1977974437728859,"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."}}