{"id":"W4255435454","doi":"10.1002/9783527808465.emc2016.5124","title":"Real‐space mapping of electronic orbitals","year":2016,"lang":"en","type":"other","venue":"European Microscopy Congress 2016: Proceedings","topic":"Machine Learning in Materials Science","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Atomic orbital; Asymmetry; Physics; Electronic structure; Atomic physics; Condensed matter physics; Molecular physics; Electron; Quantum mechanics","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":[0.0001573407,0.0002801378,0.000152177,0.0007141331,0.00027987,0.0009598086,0.0005838263,0.000477893,0.009538434],"category_scores_gemma":[0.0006544733,0.0001515044,0.0001840729,0.0005574766,0.0005202611,0.001124276,0.0004241347,0.0005339137,0.001228637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002604537,"about_ca_system_score_gemma":0.0001394189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003042818,"about_ca_topic_score_gemma":0.0003030303,"domain_scores_codex":[0.999896,0.00001922869,0.000004586865,0.00002838355,0.00003677871,0.00001493103],"domain_scores_gemma":[0.9998165,0.00004519816,0.0000284256,0.00006833309,0.00003099582,0.00001070712],"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":[0.0006628382,0.0003231256,0.007562699,0.0008675875,0.0001366687,0.000830676,0.0008372191,0.1981581,0.4103384,0.137691,0.01167233,0.2309194],"study_design_scores_gemma":[0.00004296491,0.0001276508,0.01250075,0.00006646531,0.00002261955,0.0007954458,0.0004749188,0.7772437,0.07724784,0.09119657,0.0402074,0.00007374432],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6122058,0.00177672,0.3466059,0.000656217,0.0001501672,0.00005467669,0.003247813,0.002277404,0.03302524],"genre_scores_gemma":[0.9454281,0.0004625759,0.0507696,0.00006717592,0.00002592091,0.00005135058,0.001489872,0.0002000746,0.001505254],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.009538434,"threshold_uncertainty_score":0.03190929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007469644905850796,"score_gpt":0.264195390939564,"score_spread":0.2567257460337132,"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."}}