{"id":"W6888924613","doi":"10.24433/co.9905505.v2","title":"Quantum Field Lens Coding Software for System State Simulation, Strong Prediction and Game Application","year":2024,"lang":"en","type":"other","venue":"Code Ocean","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Upload; Software; Debugging; Python (programming language); File format; Data file; Code (set theory); Source code; File size; Directory","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":[0.001468368,0.0009931949,0.0007935529,0.0008604611,0.0004930256,0.001074349,0.00215766,0.0007250962,0.08810569],"category_scores_gemma":[0.005562389,0.0005848018,0.001004024,0.001056595,0.0003467731,0.001215502,0.001184636,0.001873256,0.01510923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009804673,"about_ca_system_score_gemma":0.001778897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007219176,"about_ca_topic_score_gemma":0.008465732,"domain_scores_codex":[0.9996172,0.00008185414,0.00003291009,0.00009111448,0.000129395,0.00004752912],"domain_scores_gemma":[0.9986533,0.0008135897,0.00004542877,0.0002252011,0.0002139596,0.00004845428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004675627,0.0002554824,0.005869569,0.0016014,0.0003028168,0.0002643272,0.0004344411,0.1279535,0.00433339,0.07138768,0.6816725,0.1054574],"study_design_scores_gemma":[0.0003080132,0.00007207286,0.001614644,0.0001203753,0.00004482782,0.00008951445,0.00007491405,0.792182,0.007641019,0.06744555,0.13035,0.00005710771],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.01899486,0.000269624,0.4899147,0.0008261907,0.0004476925,0.0005977729,0.1335331,0.3315066,0.0239094],"genre_scores_gemma":[0.1603856,0.0006539842,0.5459532,0.001546016,0.000154844,0.006939874,0.1748378,0.08499078,0.02453786],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.08810569,"threshold_uncertainty_score":0.2947429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0261120961798607,"score_gpt":0.2855756196253731,"score_spread":0.2594635234455124,"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."}}