{"id":"W4214684612","doi":"10.1063/pt.3.1369","title":"Focus on data acquisition","year":2011,"lang":"en","type":"article","venue":"Physics Today","topic":"Atomic and Subatomic Physics Research","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Focus (optics); Computer science; Data science; Physics; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006728848,0.003083305,0.00263916,0.002954743,0.002229936,0.008309068,0.004183384,0.00231001,0.300927],"category_scores_gemma":[0.02000154,0.001201455,0.001291876,0.004651082,0.001167809,0.008450844,0.006669241,0.004167198,0.3085696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001619834,"about_ca_system_score_gemma":0.003498589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001856626,"about_ca_topic_score_gemma":0.001274985,"domain_scores_codex":[0.9916611,0.001371799,0.00058354,0.00212907,0.003789178,0.0004653237],"domain_scores_gemma":[0.9760508,0.004309333,0.0005926418,0.005601242,0.01230264,0.001143485],"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":[0.0001886878,0.00007977911,0.0005866475,0.001332961,0.00003251218,0.000103616,0.0002555533,0.0001949154,0.005293524,0.0103249,0.624784,0.3568229],"study_design_scores_gemma":[0.00002670203,0.00004568147,0.000552664,0.000391181,0.00002277041,0.0002834427,0.0001136737,0.0004761925,0.003305713,0.004214065,0.9905308,0.0000372013],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.00406867,0.01548658,0.4248956,0.02397247,0.01854561,0.004244552,0.02673967,0.08298698,0.3990599],"genre_scores_gemma":[0.03512771,0.02247122,0.366367,0.03561634,0.01770169,0.005831574,0.04495645,0.03439441,0.4375337],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.300927,"threshold_uncertainty_score":0.9971428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1027330662778184,"score_gpt":0.3169607781507294,"score_spread":0.214227711872911,"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."}}