{"id":"W301303399","doi":"10.5281/zenodo.20716216","title":"Top pitch points of USL1 for the social causes :","year":2015,"lang":"en","type":"preprint","venue":"viXra","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hyperion Technologies (Canada)","funders":"","keywords":"Poverty; Empowerment; Sustainability; Economics; Order (exchange); Global commons; Development economics; Natural resource economics; Economic growth; Ecology; Finance","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":[0.0003923341,0.0002077316,0.0002332274,0.00002995068,0.0001706855,0.00002810006,0.0005175699,0.0001750716,0.0009343642],"category_scores_gemma":[0.00006297239,0.0001550157,0.0001276298,0.00009125318,0.0002907184,0.00006251539,0.001444947,0.0001865455,0.0001664484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004106135,"about_ca_system_score_gemma":0.0000518498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001189948,"about_ca_topic_score_gemma":0.00006079534,"domain_scores_codex":[0.9987354,0.00003114966,0.000250591,0.0003120442,0.0003419065,0.0003288638],"domain_scores_gemma":[0.9993809,0.00007274522,0.0001669949,0.0003053633,0.000009732011,0.00006430357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003658295,0.0006302778,0.1018059,0.0006116234,0.0005177156,0.00001965536,0.03586385,0.006143584,0.002746999,0.001445774,0.7680497,0.08179916],"study_design_scores_gemma":[0.001927208,0.0001653752,0.4729087,0.00007137811,0.0003142034,0.000006831063,0.008814472,0.001139552,0.00741355,0.06099058,0.4447291,0.001519024],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828232,0.0001351823,0.0002466986,0.002894007,0.000543126,0.001037802,0.00008442305,0.0000385271,0.01219705],"genre_scores_gemma":[0.9933942,0.00005566109,0.0006894372,0.0004350279,0.0002613895,0.000180674,0.00004967212,0.00003399213,0.004899939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3711028,"threshold_uncertainty_score":0.9999789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03125053230928859,"score_gpt":0.2847627449325485,"score_spread":0.2535122126232599,"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."}}