{"id":"W4249984903","doi":"10.1063/1.5121632.4","title":"10.1063/1.5121632.4","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; Optics; Micelle; Molecular physics; Physics; Chemical physics; Mechanics; Chemistry; Geometry; Composite material; 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":[0.000124421,0.0008979616,0.001054957,0.0001412271,0.0001486728,0.0009979061,0.001193625,0.001008329,0.02604906],"category_scores_gemma":[0.0002063988,0.0008043934,0.0005730481,0.0002799225,0.0001050476,0.0004882797,0.0004011785,0.0007572201,0.04285448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002538668,"about_ca_system_score_gemma":0.0001454376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003062509,"about_ca_topic_score_gemma":0.00005878623,"domain_scores_codex":[0.9962758,0.00002146603,0.000800572,0.001072707,0.0009726376,0.0008568602],"domain_scores_gemma":[0.9970838,0.0002684944,0.0004820708,0.001781061,0.0001049533,0.0002795681],"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":[0.000104728,0.0001913125,0.0000453194,0.0006092804,0.0002233706,0.000128387,0.00000925477,0.000002021536,0.0001319901,0.000003248563,0.9953216,0.003229426],"study_design_scores_gemma":[0.0006329707,0.0001048892,0.00001208448,0.0003156895,0.00008254064,0.00007881373,0.00007568649,0.00001032524,0.0001134707,0.00002095832,0.9975141,0.001038457],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0009262654,0.0004144364,9.868808e-7,0.000007880632,0.0007044266,0.0002153295,0.8592582,0.000164964,0.1383076],"genre_scores_gemma":[0.00882055,0.00003207963,0.000002149476,0.0000690322,0.0008898902,0.00006346728,0.9050846,0.0001095465,0.08492874],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.05337881,"threshold_uncertainty_score":0.9994407,"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."}}