{"id":"W7001571159","doi":"","title":"Laser induced breakdown spectroscopy: Challenges and Future","year":2011,"lang":"en","type":"article","venue":"NPARC","topic":"Laser-induced spectroscopy and plasma","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Laser; Laser beams; Laser-induced breakdown spectroscopy; Quality (philosophy)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007817607,0.0001906505,0.0001778018,0.000062985,0.00005074218,0.00001734629,0.0001181317,0.0001607591,0.0008960468],"category_scores_gemma":[0.000003383534,0.0001746001,0.0000341478,0.00007025254,0.00002194975,0.000140575,0.00002468878,0.0002746766,0.0001444174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002561138,"about_ca_system_score_gemma":0.00001058284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004583298,"about_ca_topic_score_gemma":0.00004521418,"domain_scores_codex":[0.9992325,0.00001866935,0.0001233149,0.0002040866,0.000106107,0.0003152648],"domain_scores_gemma":[0.9995843,0.00001937161,0.00001684185,0.0002365434,0.0000138629,0.0001290597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004101162,0.00008518915,0.0001140149,0.0001213623,0.0001244283,0.00007202401,0.005791857,0.000002240994,0.866473,0.0134539,0.002694614,0.1110263],"study_design_scores_gemma":[0.0004647896,0.0001638891,0.006562872,0.00002324861,0.00002868245,0.00004415136,0.0003702363,0.0006149873,0.9665636,0.007643669,0.01710424,0.0004156641],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6978028,0.000311998,0.00001856879,0.0002129596,0.0004878521,0.00008537442,0.000006867759,0.0003018495,0.3007717],"genre_scores_gemma":[0.9936934,0.002332211,0.00321034,0.00005689813,0.0005604429,0.00001440338,0.000003979674,0.00003983042,0.00008846563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3006832,"threshold_uncertainty_score":0.9811084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0223738220907279,"score_gpt":0.2091717730678449,"score_spread":0.186797950977117,"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."}}