{"id":"W2782859231","doi":"","title":"A Case Report about Career Design Course for University Freshmen, \"What and How to learn in OCU\"","year":2015,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Educational Research and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Course (navigation); Mathematics education; Psychology; Higher education; Medical education; Course evaluation; Career development; Pedagogy; Medicine; Engineering; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005820785,0.00008249447,0.0001186961,0.0001346045,0.0001247157,0.0001433131,0.0001639349,0.0000276502,0.000003960942],"category_scores_gemma":[0.000172536,0.00007961416,0.0000163779,0.0002834417,0.00005561816,0.0005446691,0.0001186174,0.00005777093,0.000008993222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001668648,"about_ca_system_score_gemma":0.001127425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001655113,"about_ca_topic_score_gemma":0.0002138678,"domain_scores_codex":[0.9991507,0.00009330118,0.00008176942,0.0002934533,0.0001866018,0.0001941625],"domain_scores_gemma":[0.9983221,0.0003146412,0.00004692546,0.0002419175,0.0008707646,0.0002036128],"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":[0.00007767669,0.0004232763,0.01738301,0.00007307126,0.0001214483,0.00140094,0.02629133,0.00008712134,0.00002088146,0.03968652,0.8948298,0.0196049],"study_design_scores_gemma":[0.0007860202,0.0003078573,0.03425479,0.00008236805,0.00002443376,0.001336386,0.07574953,0.00009500251,0.0000743151,0.004996927,0.8819233,0.0003691085],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7309893,0.02518755,0.03210413,0.204032,0.005133944,0.001533732,0.00001011079,0.00009962278,0.0009096111],"genre_scores_gemma":[0.9106071,0.00029487,0.03671729,0.0007181224,0.0002732359,0.0001196922,0.000006063168,0.000008697863,0.0512549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2033139,"threshold_uncertainty_score":0.3246571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3032258211820382,"score_gpt":0.4339200577319969,"score_spread":0.1306942365499587,"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."}}