{"id":"W4230750663","doi":"10.1063/pt.3.4798","title":"Focus on lasers, imaging, microscopy, and nanoscience","year":2021,"lang":"en","type":"article","venue":"Physics Today","topic":"Photorefractive and Nonlinear Optics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Focus (optics); Microscopy; Nanotechnology; Materials science; Laser; Optics; Physics","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":[0.00135034,0.002254244,0.001659124,0.002573163,0.001216194,0.00371676,0.001435385,0.002393809,0.2198033],"category_scores_gemma":[0.001263585,0.0005499762,0.001085397,0.002105779,0.00122111,0.004476673,0.00276183,0.003916509,0.1345325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001857989,"about_ca_system_score_gemma":0.00205417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001643,"about_ca_topic_score_gemma":0.004518509,"domain_scores_codex":[0.9990641,0.00007695719,0.00003497779,0.0002291963,0.0004719278,0.0001227249],"domain_scores_gemma":[0.9979916,0.0003350474,0.00009938219,0.0002251755,0.0008338788,0.0005150202],"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":[0.00006231509,0.0000570397,0.0001860974,0.001017259,0.00002143322,0.00008364679,0.00007407953,0.000179586,0.004404559,0.02130461,0.715409,0.2572004],"study_design_scores_gemma":[0.000005667809,0.00003618809,0.0002888339,0.0003206233,0.000007054092,0.0002119057,0.00004606927,0.0001515641,0.0003552437,0.003186866,0.9953774,0.00001264036],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00135657,0.2114223,0.01887375,0.0182858,0.03982462,0.0004947253,0.00116841,0.002481639,0.7060922],"genre_scores_gemma":[0.003326978,0.09424049,0.006184814,0.004143676,0.01607388,0.0002894854,0.000877804,0.0004502946,0.8744125],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2198033,"threshold_uncertainty_score":0.7353153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009317680530720318,"score_gpt":0.269879426016071,"score_spread":0.2605617454853507,"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."}}