{"id":"W2264071982","doi":"","title":"Time flies when you're having fun : editor's forum","year":2011,"lang":"en","type":"article","venue":"South African pharmaceutical & cosmetic review","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Feeling; Advertising; Face (sociological concept); Product (mathematics); Engineering; Business; Psychology; History; Sociology; Social psychology; Mathematics","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000598563,0.0003567684,0.0008858581,0.0001319286,0.0001496954,0.00001076148,0.0003464099,0.001136072,0.007053926],"category_scores_gemma":[0.0003949696,0.0002604884,0.0003426273,0.0004428809,0.0006470847,0.00006784394,0.000190321,0.002826912,0.002411761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005087594,"about_ca_system_score_gemma":0.0001078533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003950286,"about_ca_topic_score_gemma":3.401453e-7,"domain_scores_codex":[0.9975839,0.0001554432,0.0006323741,0.0005307933,0.0003730838,0.0007244193],"domain_scores_gemma":[0.9984946,0.00009305901,0.0001565793,0.000657424,0.0001242578,0.0004740884],"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":[0.0009463169,0.001765291,0.00636565,0.01348779,0.00238781,0.001045836,0.007302069,3.540613e-7,0.002242177,0.006873316,0.6075394,0.350044],"study_design_scores_gemma":[0.00102414,0.0003455658,0.0002223384,0.003339591,0.002179283,0.0001518742,0.0006508277,0.000106815,0.0009024309,0.0006585075,0.9899832,0.0004354164],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.004194153,0.6556665,0.001625105,0.1714177,0.005940031,0.005469255,0.00008379848,0.001861543,0.153742],"genre_scores_gemma":[0.7847053,0.1313529,0.01001401,0.0582906,0.003329649,0.0003500267,0.00007193596,0.0002459178,0.01163965],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7805112,"threshold_uncertainty_score":0.9999847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05504280588791557,"score_gpt":0.3177777041958541,"score_spread":0.2627348983079385,"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."}}