{"id":"W4405495876","doi":"10.2139/ssrn.5061658","title":"Validation of a Portable Open-Source Diy I-V Curve Tracer","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Real-time simulation and control systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Open source; TRACER; Computer science; Operating system; Physics; Nuclear physics; Software","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":[0.001898741,0.001279295,0.0009505276,0.001263972,0.0006877397,0.001685534,0.00473365,0.001770384,0.0188887],"category_scores_gemma":[0.007732241,0.0006351676,0.0007353857,0.000972467,0.0008683786,0.00139079,0.001735805,0.001820975,0.006326556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001539264,"about_ca_system_score_gemma":0.003098211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01128722,"about_ca_topic_score_gemma":0.006697322,"domain_scores_codex":[0.998703,0.0001663994,0.00006782547,0.0001967831,0.0007006801,0.0001653016],"domain_scores_gemma":[0.9969106,0.0008730351,0.0001396634,0.0006736963,0.001077616,0.0003253458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004029067,0.001745386,0.01681275,0.002015032,0.0004818794,0.001047192,0.001375215,0.4311714,0.1205837,0.03435832,0.1062261,0.280154],"study_design_scores_gemma":[0.0005861178,0.0003915692,0.00240015,0.0001280309,0.00006197966,0.000226149,0.0001317629,0.845857,0.0689401,0.004584624,0.07653979,0.0001527258],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1076315,0.000896217,0.5945771,0.0007966179,0.00174227,0.001101295,0.006989969,0.24508,0.04118501],"genre_scores_gemma":[0.6837884,0.0004678383,0.2594786,0.0005762785,0.00009382633,0.0007749418,0.01020143,0.0223861,0.02223267],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0188887,"threshold_uncertainty_score":0.06318903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009696924863803356,"score_gpt":0.2474934524893325,"score_spread":0.2377965276255292,"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."}}