{"id":"W3135021651","doi":"10.1117/12.2595946","title":"Beamtech Optronics Co., Ltd.: R&D, production, sales and service of solid-state laser","year":2021,"lang":"en","type":"article","venue":"SPIE Exhibition Product Demonstrations","topic":"Solid State Laser Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Optech (Canada)","funders":"","keywords":"Business; Production (economics); Service (business); State (computer science); Marketing; Economics; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001614067,0.0002132137,0.000240687,0.0001616642,0.0001508196,0.00004238833,0.0001104776,0.00008944311,0.00003510386],"category_scores_gemma":[0.0002108007,0.0002428372,0.00004361255,0.0007506936,0.0001719641,0.000396537,0.00004436365,0.0002485955,0.00003312136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005216423,"about_ca_system_score_gemma":0.0001222691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005543377,"about_ca_topic_score_gemma":0.0002461929,"domain_scores_codex":[0.9986377,0.0000217345,0.0004466256,0.0004112607,0.0001996124,0.0002830799],"domain_scores_gemma":[0.9988529,0.00003399318,0.00007724961,0.0005597163,0.0004173886,0.00005874185],"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":[0.00001837984,0.0003130001,0.002365666,0.0009238418,0.0002812996,0.00004486868,0.001048688,0.06272826,0.897599,0.004871586,0.0214953,0.008310089],"study_design_scores_gemma":[0.0002255338,0.00002713652,0.002507202,0.00007504819,0.0000443641,0.0001492206,0.000645243,0.001084616,0.9856529,0.007126262,0.002176614,0.0002858217],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887056,0.00114686,0.001992822,0.005344541,0.0003568329,0.0004147568,0.0002661456,0.001007645,0.0007647887],"genre_scores_gemma":[0.9897236,0.0007318046,0.008770342,0.00006311087,0.00009604068,0.00007593518,0.0002563618,0.00004377302,0.0002390588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08805392,"threshold_uncertainty_score":0.9902615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0137069510524866,"score_gpt":0.2469518624805871,"score_spread":0.2332449114281005,"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."}}