{"id":"W6930562230","doi":"10.5281/zenodo.15278797","title":"Efficiency of band edge optical transitions of 2D monolayer materials: A high-throughput computational study (workflows)","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Plant Reproductive Biology","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Monolayer; Enhanced Data Rates for GSM Evolution; Space (punctuation); Identifier; Key (lock); Band gap; Electronic band structure","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":[0.001475669,0.001587815,0.001714176,0.0009850777,0.001617759,0.001836665,0.003438507,0.001318735,0.04606071],"category_scores_gemma":[0.002555672,0.0007796551,0.00183482,0.002019909,0.0003325779,0.001470763,0.001299658,0.002458676,0.008453181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001380341,"about_ca_system_score_gemma":0.001516063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006061991,"about_ca_topic_score_gemma":0.007389165,"domain_scores_codex":[0.9993013,0.0001474283,0.00004278645,0.00009584922,0.0003052046,0.0001074153],"domain_scores_gemma":[0.9987423,0.0006395367,0.00004433903,0.0002312672,0.0002574546,0.00008527179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001690399,0.001368309,0.009733235,0.007380294,0.001250321,0.001324899,0.0008373922,0.2847511,0.03730296,0.05865514,0.5338539,0.06185216],"study_design_scores_gemma":[0.000659327,0.0003386608,0.00499858,0.0003545366,0.0001963403,0.000281034,0.0003679527,0.825166,0.04231359,0.0342665,0.09070387,0.0003535433],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.3359393,0.002377802,0.09752514,0.003380354,0.0008971968,0.001046198,0.4269667,0.03813737,0.09372998],"genre_scores_gemma":[0.4874041,0.002647443,0.2173447,0.001104393,0.0002273593,0.004191772,0.2435844,0.02672745,0.0167683],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04606071,"threshold_uncertainty_score":0.1540884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01683988191800541,"score_gpt":0.2511248649824943,"score_spread":0.2342849830644889,"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."}}