{"id":"W4232328352","doi":"10.1063/1.5121632.3","title":"10.1063/1.5121632.3","year":2019,"lang":"en","type":"dataset","venue":"Default Digital Object Group","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Kingston Health Sciences Centre","funders":"","keywords":"Scattering; Light scattering; Rayleigh scattering; Dumbbell; Shear (geology); Breakup; Materials science; Orientation (vector space); Static light scattering; Optics; Micelle; Molecular physics; Chemical physics; Physics; Mechanics; Chemistry; Composite material; Geometry; Mathematics; Physical chemistry","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":[0.000123593,0.0008975547,0.001054238,0.0001413593,0.000148911,0.0009981544,0.001179758,0.001008391,0.02560068],"category_scores_gemma":[0.000206399,0.0008041231,0.0005730461,0.0002801168,0.0001050862,0.0004880368,0.0004006379,0.0007572938,0.04313087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002532224,"about_ca_system_score_gemma":0.0001447817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002994414,"about_ca_topic_score_gemma":0.00005910412,"domain_scores_codex":[0.9962765,0.00002149948,0.0008003265,0.001072311,0.0009728253,0.0008565231],"domain_scores_gemma":[0.9970866,0.0002682695,0.000481749,0.001779253,0.0001050428,0.0002790664],"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":[0.0001045155,0.0001922539,0.00004612984,0.0006169786,0.0002232209,0.0001301638,0.000009186328,0.000002001736,0.0001293561,0.000003189365,0.9953607,0.00318231],"study_design_scores_gemma":[0.0006323447,0.000104427,0.00001202623,0.0003170617,0.00008244267,0.00008089079,0.00007614556,0.00001033799,0.0001128651,0.00002064727,0.9975138,0.001037013],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0009292623,0.0004175839,9.754449e-7,0.000007911826,0.000705639,0.0002167908,0.8616342,0.0001692019,0.1359184],"genre_scores_gemma":[0.008801486,0.00003280098,0.000002140562,0.00006997593,0.0008688314,0.00006484574,0.9054319,0.0001113667,0.08461662],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.05130182,"threshold_uncertainty_score":0.999441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01232761392520037,"score_gpt":0.2330833614426302,"score_spread":0.2207557475174298,"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."}}