{"id":"W2939785352","doi":"","title":"Biophotonic system earns CE mark","year":2018,"lang":"en","type":"article","venue":"","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Computer science","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":[0.008390001,0.001332672,0.001480864,0.002029104,0.001851684,0.005946964,0.002050864,0.004693999,0.3932947],"category_scores_gemma":[0.0152972,0.0009572447,0.001139556,0.0007789644,0.002128239,0.003464777,0.003511442,0.004394072,0.2354745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002550865,"about_ca_system_score_gemma":0.005968872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002001917,"about_ca_topic_score_gemma":0.004271292,"domain_scores_codex":[0.9946045,0.0004669971,0.0001725439,0.0004948086,0.003877144,0.0003840036],"domain_scores_gemma":[0.977919,0.002030578,0.0006170348,0.001688987,0.01190527,0.005839008],"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":[0.0002399531,0.00008485058,0.0002977566,0.0003131916,0.00001820312,0.0003680931,0.00008852801,0.0001943194,0.01797606,0.02328703,0.7827262,0.1744058],"study_design_scores_gemma":[0.00004957581,0.0001524567,0.0004510589,0.00007642799,0.00001033331,0.001225534,0.0000551131,0.000575969,0.007221476,0.002024027,0.9881299,0.00002819147],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005089872,0.009824308,0.04935043,0.04486407,0.04727473,0.000774012,0.001869811,0.008869646,0.8320832],"genre_scores_gemma":[0.01526527,0.003514118,0.009259802,0.002311941,0.002312741,0.0001815509,0.001196887,0.001065266,0.9648923],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3932947,"threshold_uncertainty_score":0.8653915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008712043306025083,"score_gpt":0.1957329017385473,"score_spread":0.1870208584325222,"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."}}