{"id":"W6950108410","doi":"10.5281/zenodo.6816189","title":"Jammy2211/PyAutoLens: July 11 2022 Release","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Crosslight Software (Canada)","funders":"","keywords":"Point (geometry); Component (thermodynamics); Action (physics); Key (lock)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001612608,0.003136237,0.001644403,0.001869693,0.001447059,0.004974104,0.00348527,0.00182392,0.4018804],"category_scores_gemma":[0.006252798,0.002682251,0.001956668,0.001957784,0.000670918,0.004654456,0.004945109,0.002810477,0.6332614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00147622,"about_ca_system_score_gemma":0.001295496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007675283,"about_ca_topic_score_gemma":0.006495992,"domain_scores_codex":[0.9989859,0.0001102596,0.00005109732,0.0002595317,0.0003930062,0.0002001455],"domain_scores_gemma":[0.9977835,0.0003366321,0.0001458761,0.0008368902,0.0005539375,0.000343303],"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":[0.0001451853,0.00001366614,0.000212453,0.0001349976,0.00001603844,0.00003244231,0.00004710296,0.0001344802,0.0005633453,0.001050376,0.9879984,0.009651481],"study_design_scores_gemma":[0.00008167743,0.00001062188,0.0008637159,0.00006476931,0.00001170067,0.00008587162,0.00002909753,0.0008454348,0.002856276,0.002190164,0.9929046,0.00005607792],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0009455151,0.0002669869,0.01980899,0.0005792321,0.0004599112,0.00008778947,0.2181363,0.7139346,0.04578062],"genre_scores_gemma":[0.005029342,0.0002119031,0.01432997,0.000669332,0.0001512695,0.0002730341,0.2836876,0.6461812,0.04946645],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.4018804,"threshold_uncertainty_score":0.8531449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02645209528568062,"score_gpt":0.23836975752843,"score_spread":0.2119176622427494,"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."}}