{"id":"W3125112777","doi":"10.20944/preprints201904.0327.v1","title":"An Extensive Review of Sunscreen and Suntan Preparations","year":2019,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Skin Protection and Aging","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cosmetics; Cosmetic industry; Sun protection factor; Sunburn; Skin cancer; Medicine; Business; Ultraviolet radiation; Broad spectrum; Sunbathing; Dermatology; Cancer; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006551979,0.0002484238,0.0007121939,0.0001409605,0.00004841938,0.000008331331,0.0001831403,0.0002091316,0.001250668],"category_scores_gemma":[0.0004856093,0.000235459,0.0001679122,0.0001177138,0.00009324858,0.00007844131,0.0005090795,0.0006439372,0.0002083168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006149106,"about_ca_system_score_gemma":0.000218672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002052456,"about_ca_topic_score_gemma":0.000007503851,"domain_scores_codex":[0.9980791,0.0001431304,0.000554268,0.0007456124,0.0002958641,0.0001820249],"domain_scores_gemma":[0.997476,0.00005226638,0.0003699436,0.001491107,0.0004435322,0.0001671314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002087265,0.0004093271,0.9355926,0.0286813,0.000459096,0.00003190849,0.00138164,0.00008754295,0.02925694,0.0005624123,0.0005724694,0.00275604],"study_design_scores_gemma":[0.0009846839,0.0001533496,0.9196178,0.03107509,0.0006497956,0.0002034385,0.0002733555,0.0004834379,0.03498582,0.0006456014,0.01040792,0.0005197045],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9658961,0.007847998,0.0003756918,0.001760625,0.0003592098,0.003126936,0.00002957908,0.0001656383,0.02043828],"genre_scores_gemma":[0.9848623,0.01132409,0.0004478396,0.001179506,0.0001410481,0.0001361811,0.000101991,0.00003588365,0.001771179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01896624,"threshold_uncertainty_score":0.9996623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1425159162552752,"score_gpt":0.4165420593195383,"score_spread":0.2740261430642632,"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."}}