{"id":"W2010549321","doi":"10.5539/ach.v2n2p236","title":"Advices about How to Make Career Planning for College Students","year":2010,"lang":"en","type":"article","venue":"Asian Culture and History","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Construct (python library); Plan (archaeology); Quality (philosophy); Career planning; Psychology; Sociology; Base (topology); Public relations; Management; Pedagogy; Political science; Computer science; Economics; Epistemology","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":[0.0002538926,0.00006819596,0.0000922583,0.0000303117,0.0003831024,0.00004614362,0.0001707092,0.0001014545,0.0001214363],"category_scores_gemma":[0.00007641355,0.00006135662,0.00003317639,0.00005620368,0.0001170028,0.00007416713,0.00001452679,0.0001049717,0.00001177807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000109265,"about_ca_system_score_gemma":0.0001262225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003042577,"about_ca_topic_score_gemma":0.0133523,"domain_scores_codex":[0.9993681,0.00003032688,0.00006684181,0.0001831724,0.0001836204,0.0001679267],"domain_scores_gemma":[0.9995611,0.00001898688,0.00003118339,0.0001044812,0.00009194006,0.000192335],"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":[0.00001444921,0.00006710086,0.06644066,0.00002355423,0.00001443523,0.000001312869,0.3700581,7.030059e-8,0.0003735847,0.01322501,0.5470502,0.002731463],"study_design_scores_gemma":[0.00010718,0.00002075403,0.05584651,0.000006630851,0.000009007178,2.481094e-7,0.01213564,4.289306e-8,0.000005150142,0.0001060035,0.9316773,0.00008556953],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6425308,0.002223155,0.00006850535,0.02145284,0.007626362,0.001432347,0.00008408155,0.0002133873,0.3243685],"genre_scores_gemma":[0.8778666,0.000005153646,0.001120813,0.001211757,0.0006302621,0.00006629161,0.000006650801,0.000007519968,0.1190849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.384627,"threshold_uncertainty_score":0.7450899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03064315300622317,"score_gpt":0.3377793483120473,"score_spread":0.3071361953058241,"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."}}