{"id":"W4393706041","doi":"10.5281/zenodo.8357283","title":"Delocalized, Asynchronous, Closed-Loop Discovery of Organic Laser Emitters","year":2023,"lang":"en","type":"dataset","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Toronto","funders":"","keywords":"Delocalized electron; Asynchronous communication; Laser; Closed loop; Loop (graph theory); Optoelectronics; Computer science; Materials science; Physics; Engineering; Telecommunications; Mathematics; Optics; Combinatorics; Quantum mechanics; Control engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001325123,0.003332737,0.001893223,0.002078844,0.001044763,0.001879395,0.004490929,0.003206276,0.01663779],"category_scores_gemma":[0.003624866,0.0006276832,0.002166994,0.003515584,0.0007058599,0.001129084,0.001259698,0.002058467,0.01688988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002378564,"about_ca_system_score_gemma":0.002630411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0134579,"about_ca_topic_score_gemma":0.02927997,"domain_scores_codex":[0.9989309,0.0001467452,0.00008072585,0.0003823141,0.0003432965,0.0001160299],"domain_scores_gemma":[0.9986989,0.0005315486,0.0001412359,0.0003100365,0.0002420289,0.00007620768],"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":[0.0009316981,0.0005090005,0.003774566,0.009835253,0.000464314,0.0002532441,0.00004837919,0.02052097,0.005559277,0.002994455,0.9353819,0.01972681],"study_design_scores_gemma":[0.001884989,0.0004616233,0.01010109,0.0008195538,0.0004871674,0.0003428946,0.0001140431,0.0257677,0.01992967,0.009472613,0.9304382,0.0001805603],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.003131944,0.0008049138,0.0007323946,0.0001341804,0.00004518191,0.00008163953,0.9917814,0.001314447,0.001973935],"genre_scores_gemma":[0.002799547,0.000209418,0.00167649,0.00006772584,0.000006330132,0.0001857367,0.9944201,0.00005376026,0.000580956],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.01663779,"threshold_uncertainty_score":0.055659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01907309546451698,"score_gpt":0.2360722529767079,"score_spread":0.216999157512191,"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."}}