{"id":"W4323306885","doi":"10.1021/cen-10108-feature3","title":"Career Ladder: Kerisha Bowen","year":2023,"lang":"en","type":"article","venue":"C&EN Global Enterprise","topic":"Research in Social Sciences","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004037911,0.0005824344,0.0005908287,0.001078065,0.02372448,0.01038758,0.001707367,0.004708399,0.029433],"category_scores_gemma":[0.009451621,0.0006344476,0.0003854125,0.0008758624,0.004975098,0.008254018,0.009473208,0.021214,0.01116261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009038464,"about_ca_system_score_gemma":0.02219447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05283431,"about_ca_topic_score_gemma":0.1379689,"domain_scores_codex":[0.9964091,0.0007210587,0.00008764728,0.0004989924,0.001064459,0.001218648],"domain_scores_gemma":[0.9911731,0.0005239765,0.0001836493,0.00011859,0.001123759,0.006876965],"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":[0.00002021236,0.00005670351,0.0004622567,0.00004057107,0.000003797189,0.0003282591,0.005594016,0.00002034107,0.0001653002,0.01184966,0.9592388,0.02222007],"study_design_scores_gemma":[0.000006290681,0.00002656834,0.0004439323,0.000185866,0.000002395558,0.0004397089,0.01002427,0.00002689611,0.00005956359,0.002380796,0.9863827,0.0000210562],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.006660431,0.01534304,0.0004549474,0.8880699,0.02063381,0.00004290118,0.00009968928,0.0001192469,0.06857605],"genre_scores_gemma":[0.05860371,0.01940161,0.001100946,0.4935338,0.003154902,0.0001041804,0.0001347913,0.0002818408,0.4236842],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05283431,"threshold_uncertainty_score":0.1050535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04351800611793975,"score_gpt":0.402257446765194,"score_spread":0.3587394406472542,"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."}}