{"id":"W4287328292","doi":"10.5281/zenodo.4540323","title":"Transformational Opportunities for People, Ocean, and Planet","year":2021,"lang":"en","type":"book","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Space exploration and regulation","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Future Earth","funders":"","keywords":"Planet; Transformational leadership; Astrobiology; Geology; Astronomy; Political science; Physics; Public relations","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":[0.000566014,0.0006398467,0.0002679382,0.0008185051,0.002501928,0.00800393,0.0005763991,0.001586562,0.03149068],"category_scores_gemma":[0.0007283686,0.0001997697,0.0002537199,0.001341106,0.00290132,0.005430417,0.004062465,0.00302979,0.01833872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002567723,"about_ca_system_score_gemma":0.002572673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002470644,"about_ca_topic_score_gemma":0.007812088,"domain_scores_codex":[0.9995266,0.0001156844,0.00001208714,0.00004951971,0.000220829,0.00007539053],"domain_scores_gemma":[0.999791,0.0000536031,0.00001106901,0.00002744665,0.00004349381,0.00007343114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001428337,0.00001511887,0.00005117312,0.0001389471,0.000003092008,0.00005835566,0.001611592,0.0001345965,0.0002709938,0.4364896,0.4726494,0.08856287],"study_design_scores_gemma":[5.368015e-7,0.000001209832,0.00001853223,0.00002936057,2.560037e-7,0.00002251065,0.0001547668,0.00001215555,0.00003492957,0.008479032,0.9912456,0.000001168931],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008169086,0.02990269,0.001876973,0.01111363,0.005792901,0.00003167275,0.0001731155,0.0002611609,0.9500309],"genre_scores_gemma":[0.01643672,0.01533507,0.002329884,0.003716051,0.0009749195,0.00006782588,0.0002800868,0.0003060339,0.9605535],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03149068,"threshold_uncertainty_score":0.1053469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04938275993911582,"score_gpt":0.2285787894178924,"score_spread":0.1791960294787766,"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."}}