{"id":"W4396690025","doi":"10.15278/isms.2023.7259","title":"A SELF-DRIVING LAB FOR THE ACCELERATED DISCOVERY OF ORGANIC SOLID-STATE LASERS","year":2023,"lang":"en","type":"article","venue":"","topic":"Catalysis and Oxidation Reactions","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Delocalized electron; Solid-state; Laser; State (computer science); Materials science; Computer science; Nanotechnology; Optoelectronics; Process engineering; Engineering physics; Chemistry; Engineering; Physics; Optics; Organic chemistry","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":[0.00008575407,0.00006030573,0.00009489003,0.00004687936,0.0000567876,0.0000330583,0.00009634111,0.00002240219,0.0001164448],"category_scores_gemma":[0.00008586746,0.00004051707,0.00007610474,0.000469011,0.000008745233,0.000124612,0.00004082104,0.00005093454,0.00004554926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002168962,"about_ca_system_score_gemma":0.00001939447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002224682,"about_ca_topic_score_gemma":0.00009336856,"domain_scores_codex":[0.9995462,0.000003386609,0.0001547741,0.00009492971,0.00007721334,0.0001235413],"domain_scores_gemma":[0.9994441,0.0002921436,0.00003749568,0.0001570295,0.00004805378,0.00002112687],"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":[0.000005146633,0.00003098547,0.0002582872,0.00004192336,0.0001911463,4.36151e-7,0.0002408593,0.007252237,0.9871596,0.0007123211,0.003709242,0.0003978527],"study_design_scores_gemma":[0.0003115264,0.000008001206,0.001051866,0.00001004712,0.00006457369,7.694103e-7,0.0004375816,0.3022823,0.6866612,0.0000442648,0.009018605,0.0001091935],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9466405,0.00001343794,0.05101525,0.0007886626,0.0001348796,0.0002253253,0.0000320891,0.0004637187,0.0006861561],"genre_scores_gemma":[0.9929177,0.0000424617,0.0001513106,0.00003155331,0.00003208268,0.00002776244,0.00005191993,0.00001626552,0.006728965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3004983,"threshold_uncertainty_score":0.1652238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01790370296904819,"score_gpt":0.2639748724779968,"score_spread":0.2460711695089486,"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."}}