{"id":"W4237599131","doi":"10.1063/1.5121632.6","title":"10.1063/1.5121632.6","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; Breakup; Shear (geology); Dumbbell; Materials science; Orientation (vector space); Static light scattering; Micelle; Optics; Biological small-angle scattering; Molecular physics; Chemical physics; Small-angle neutron scattering; Mechanics; Physics; Chemistry; Neutron scattering; 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":[0.0001266917,0.0008976564,0.001058447,0.0001436071,0.0001474477,0.0009915002,0.00119394,0.001008335,0.02608946],"category_scores_gemma":[0.0002064335,0.0008040341,0.000573952,0.0002839153,0.0001037238,0.0004867842,0.0004021616,0.0007571223,0.04279713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002536241,"about_ca_system_score_gemma":0.000145372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003026578,"about_ca_topic_score_gemma":0.0000579642,"domain_scores_codex":[0.9962794,0.00002196338,0.0008019754,0.001074749,0.0009657573,0.0008561525],"domain_scores_gemma":[0.997077,0.0002730489,0.0004836346,0.00178202,0.0001047984,0.0002794369],"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":[0.0001039033,0.0001887239,0.00004421916,0.0006111117,0.0002203413,0.0001263679,0.000009328083,0.000002046019,0.0001369163,0.000003319891,0.9951999,0.003353804],"study_design_scores_gemma":[0.0006296714,0.0001043836,0.00001190729,0.0003145659,0.00008231689,0.00007864028,0.00007725623,0.0000105616,0.000116767,0.00002154943,0.9975144,0.001038019],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0008687266,0.0004133179,0.000001100944,0.000007827248,0.0006953646,0.0002155506,0.8594815,0.000164893,0.1381517],"genre_scores_gemma":[0.00842441,0.00003186098,0.000002310172,0.00006936309,0.0008809681,0.00006374961,0.9062271,0.000109702,0.0841906],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.05396111,"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."}}