{"id":"W6930241678","doi":"10.5281/zenodo.12534158","title":"jackthomas818/simtrapoccR: Full Release","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Usability and User Interface Design","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Action (physics); Component (thermodynamics); Production (economics); Work (physics)","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":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000619503,0.000294822,0.0002542894,0.0005009168,0.0005448784,0.002011145,0.003313124,0.0002208187,0.02955483],"category_scores_gemma":[0.0002719219,0.0003028804,0.0001240459,0.0007478898,0.0001627299,0.0002269686,0.002258627,0.0005825456,0.1254251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001390305,"about_ca_system_score_gemma":0.000008151084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002622766,"about_ca_topic_score_gemma":0.000001132667,"domain_scores_codex":[0.9973792,0.000398632,0.0002855149,0.0009683342,0.000500953,0.0004673363],"domain_scores_gemma":[0.9980003,0.00002042582,0.0001232702,0.00139026,0.0002196625,0.0002460695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001127123,0.00008084569,5.577742e-8,0.0001915237,0.00006019882,0.0000497055,0.000443773,0.000003874601,0.0002116112,0.01181738,0.9363753,0.05075443],"study_design_scores_gemma":[0.0001737355,0.0001837672,0.000002645241,0.0001668925,0.00001858043,0.000108805,0.00003312514,0.0005680494,0.0001111972,0.001481063,0.9968292,0.0003229116],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001813,0.0007540298,0.06300858,0.001060715,0.0005476434,0.0004796472,0.0002281131,0.004883516,0.9290196],"genre_scores_gemma":[0.004182692,0.0002883609,0.004995919,0.0004151582,0.000687825,1.405216e-7,0.0007598317,0.01543142,0.9732386],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09587026,"threshold_uncertainty_score":0.9999423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0395733453502875,"score_gpt":0.252753946053133,"score_spread":0.2131806007028455,"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."}}