{"id":"W4255290014","doi":"10.1063/1.3529009","title":"Focus on software and data acquisition","year":2010,"lang":"en","type":"article","venue":"Physics Today","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Focus (optics); Software; Computer science; Data acquisition; Data science; Physics; Programming language; Optics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004722686,0.003750477,0.002741763,0.003234985,0.00158634,0.005927593,0.004193292,0.001768683,0.2085845],"category_scores_gemma":[0.0154096,0.00146593,0.001171059,0.004259561,0.001036867,0.005366166,0.005016211,0.003679832,0.244314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00110126,"about_ca_system_score_gemma":0.002704389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002223988,"about_ca_topic_score_gemma":0.0011745,"domain_scores_codex":[0.9927109,0.0008256405,0.000455553,0.002133425,0.003495925,0.000378429],"domain_scores_gemma":[0.9869465,0.002691841,0.0003273175,0.003493922,0.005856753,0.0006836876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003596501,0.0001690884,0.00104178,0.001298919,0.00005415228,0.0003099396,0.0005048987,0.0008337884,0.0152662,0.01426189,0.3131424,0.6527573],"study_design_scores_gemma":[0.00005556335,0.0001476087,0.001223572,0.0004449135,0.00004910842,0.0008109581,0.0001169406,0.00277046,0.01107833,0.00646158,0.9767626,0.00007836256],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.003716371,0.00470798,0.6500825,0.003351907,0.004298623,0.002729769,0.01030385,0.09751096,0.223298],"genre_scores_gemma":[0.04402038,0.008374247,0.543609,0.01052499,0.00533466,0.006765925,0.02830337,0.04391415,0.3091533],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2085845,"threshold_uncertainty_score":0.6977847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1388865670767885,"score_gpt":0.3957568297144225,"score_spread":0.256870262637634,"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."}}