{"id":"W4241648472","doi":"10.21468/scipost.report.2322","title":"Report on 2010.12409v2","year":2020,"lang":"en","type":"peer-review","venue":"","topic":"Chemical and Physical Properties of Materials","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut quantique; Université de Sherbrooke","funders":"Laboratoires d'excellence Nanostructures en Interaction avec leur Environnement; Agence Nationale de la Recherche","keywords":"Environmental science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000332467,0.0003952481,0.001000421,0.00001527742,0.00005608486,0.00009647666,0.000650426,0.0002102716,0.05619345],"category_scores_gemma":[0.0006171521,0.0002505007,0.000246736,0.00007121143,0.00009585688,0.00005891968,0.0003496276,0.0003001486,0.0225607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004220905,"about_ca_system_score_gemma":0.00009768558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002306597,"about_ca_topic_score_gemma":0.000002625371,"domain_scores_codex":[0.9974263,0.00006993164,0.0006826437,0.0007992439,0.0006915277,0.0003304051],"domain_scores_gemma":[0.998499,0.00009408421,0.0002928936,0.0007620545,0.0001247307,0.0002272177],"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":[0.00002175355,0.00004305245,4.423026e-8,0.001787352,0.00000742296,0.00008233774,0.000001875139,1.935749e-7,0.1304019,0.00005200487,0.8672368,0.0003652458],"study_design_scores_gemma":[0.00005690708,0.00006332198,6.608874e-7,0.001229803,0.00004338181,0.00001595496,2.627734e-7,5.965339e-7,0.2044342,0.0003636396,0.7934887,0.0003024948],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001411307,0.008366248,0.00001645397,0.5151219,0.02203222,0.001267132,0.001134718,0.000791415,0.4498586],"genre_scores_gemma":[0.0004357064,0.0009286695,0.0002833692,0.03623039,0.003469388,0.0000771424,0.001111219,0.00006490191,0.9573992],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5075406,"threshold_uncertainty_score":0.9999947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06319329613892602,"score_gpt":0.2984080957548615,"score_spread":0.2352147996159355,"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."}}