{"id":"W2738590695","doi":"10.1007/s00216-017-0480-x","title":"Experiences and benefits of a career development course for undergraduate chemistry students","year":2017,"lang":"en","type":"article","venue":"Analytical and Bioanalytical Chemistry","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Royal Society; Royal Society of Chemistry; University of Alberta","keywords":"Course (navigation); Mathematics education; Medical laboratory; Chemistry; Analytical Chemistry (journal); Engineering; Medical education; Psychology; Environmental chemistry; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0003646787,0.0001441499,0.0002725131,0.00001112339,0.0007866504,0.0002155646,0.0004020772,0.0001484488,0.0001065746],"category_scores_gemma":[0.0003447922,0.0001274183,0.00007215382,0.00005515998,0.001266513,0.0001108967,0.0003007209,0.00008237489,0.000001354385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003781473,"about_ca_system_score_gemma":0.0001775066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001234281,"about_ca_topic_score_gemma":0.00007254049,"domain_scores_codex":[0.9986103,0.000007892557,0.0002238814,0.0003394077,0.0005035484,0.0003149491],"domain_scores_gemma":[0.9991006,0.0001057982,0.0001035718,0.0001818894,0.0001671884,0.0003409461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002951947,0.0007468945,0.9543016,0.0007650934,0.00091175,0.00002735953,0.01479171,9.452018e-7,0.0007136474,0.006925315,0.002226535,0.01829398],"study_design_scores_gemma":[0.009934487,0.0002016623,0.6358715,0.0008678355,0.002563606,0.00002384177,0.1312076,0.001448639,0.1272061,0.007750095,0.07865077,0.004273797],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889444,0.0001792705,0.00002374251,0.001746505,0.00002994448,0.00009725035,0.00001258356,0.00001552309,0.00895078],"genre_scores_gemma":[0.9953855,0.0001040788,0.0002085617,0.00003581237,0.00008520332,0.000009053885,0.000007264663,0.000004535097,0.004159958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.31843,"threshold_uncertainty_score":0.6050358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04832732748891846,"score_gpt":0.3182343095617807,"score_spread":0.2699069820728623,"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."}}