{"id":"W7047316413","doi":"","title":"Exploration of the potential for gene expression programming to solve some problems in meteorology and renewable energy","year":2012,"lang":"en","type":"other","venue":"cIRcle (University of British Columbia)","topic":"Superconducting Materials and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"British Columbia Knowledge Development Fund; BC Hydro","keywords":"Gene expression programming; Work (physics); Noise (video); Point (geometry); Precipitation","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001407513,0.0006179458,0.0004197477,0.0003148489,0.0003050338,0.0009472327,0.0005039583,0.000546284,0.001570116],"category_scores_gemma":[0.002714358,0.0002647303,0.0008212274,0.000529689,0.000797295,0.0008845912,0.0005883073,0.001573338,0.000280787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005323201,"about_ca_system_score_gemma":0.0008842562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001397026,"about_ca_topic_score_gemma":0.001491232,"domain_scores_codex":[0.9997669,0.00009719187,0.000007979243,0.00005149883,0.00005431041,0.0000220751],"domain_scores_gemma":[0.9990065,0.0008327491,0.0000357581,0.00004051561,0.00006765709,0.00001689402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004724498,0.0001085904,0.001820008,0.0002102702,0.00006232895,0.00008448875,0.0001933091,0.7145042,0.004725575,0.1770363,0.001638396,0.09956933],"study_design_scores_gemma":[0.000009454307,0.0000523131,0.0001985887,0.0000208056,0.00001241137,0.00002060368,0.00004114793,0.9127467,0.001186953,0.08059285,0.005110922,0.000007132682],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04881042,0.001920546,0.932102,0.002700283,0.0001149346,0.00004771505,0.0000863093,0.0002225966,0.01399517],"genre_scores_gemma":[0.3440422,0.003891774,0.6412396,0.0006253225,0.0001959462,0.0002195258,0.000202495,0.0001641966,0.009419046],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001570116,"threshold_uncertainty_score":0.007443786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01214341070460575,"score_gpt":0.1732119251268405,"score_spread":0.1610685144222347,"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."}}