{"id":"W3155358883","doi":"10.3390/su13084297","title":"Maritime Undergraduate Students: Career Expectations and Choices","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"Maritime Navigation and Safety","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Fundamental Research Funds for the Central Universities; National Natural Science Foundation of China","keywords":"Work (physics); Christian ministry; Scale (ratio); Public relations; Medical education; Marketing; Engineering; Political science; Business; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0001075059,0.00009404949,0.0001137721,0.00002848203,0.00008822523,0.00007979571,0.0000715641,0.0000503771,0.0001569307],"category_scores_gemma":[0.0002440884,0.000104252,0.00003541167,0.000183593,0.00005278446,0.0001338509,0.00006261167,0.0001152832,0.000007893207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002373184,"about_ca_system_score_gemma":0.00007517497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003612936,"about_ca_topic_score_gemma":0.0001156292,"domain_scores_codex":[0.9992705,0.00005337786,0.0001582121,0.0001785475,0.0001606362,0.0001787102],"domain_scores_gemma":[0.9992499,0.00007882128,0.00001040615,0.0002121849,0.0003649057,0.00008375273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003310461,0.0005255114,0.8366133,0.002712287,0.000364028,0.0002674997,0.007068454,0.003468993,0.0003152321,0.07443759,0.005760377,0.06843361],"study_design_scores_gemma":[0.001359175,0.00003368723,0.8714209,0.00002834012,0.00005981623,0.00002440675,0.0120363,0.007109173,0.001131134,0.07201423,0.03415317,0.0006296555],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9768974,0.001360362,0.002595268,0.003622114,0.000232534,0.00038161,0.00002970512,0.0005139345,0.01436711],"genre_scores_gemma":[0.9979607,0.00002476621,0.0002440148,0.00005023255,0.000028612,0.00002931499,0.00003061448,0.00001191115,0.001619822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06780396,"threshold_uncertainty_score":0.4251273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006326139607788018,"score_gpt":0.2540210995022599,"score_spread":0.2476949598944719,"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."}}