{"id":"W3047093955","doi":"10.82396/cjcd.v14i2.3089","title":"Integrating Career Education in Junior High School: Strengths, Challenges, and Recommendations","year":2021,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Mainstream; Medical education; Career education; Career development; Psychological intervention; Strengths and weaknesses; Pedagogy; Psychology; Career portfolio; Medicine; Vocational education; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000487677,0.00007646121,0.0002368947,0.0001057054,0.0001817934,0.00001983568,0.0002147268,0.0000406619,0.0002978978],"category_scores_gemma":[0.0002128857,0.00003800643,0.00009189692,0.0008440727,0.00007571684,0.0001860321,0.00008375567,0.0001659027,0.000001806803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001331212,"about_ca_system_score_gemma":0.0001607608,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004036698,"about_ca_topic_score_gemma":0.08708301,"domain_scores_codex":[0.9991863,0.0001981512,0.0002462595,0.000102128,0.0001779228,0.00008919106],"domain_scores_gemma":[0.9985377,0.0004187829,0.0003443919,0.00005934007,0.0005965672,0.00004327893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007560927,0.002211794,0.238593,0.00006299069,0.005806394,0.00003952084,0.01187908,0.002036079,0.01940635,0.05096194,0.007834467,0.6604123],"study_design_scores_gemma":[0.0004474432,0.00008902723,0.9018856,0.00006579058,0.0009078991,0.0000184272,0.08640067,0.0002144091,0.000008909218,0.002155359,0.007668528,0.0001379365],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988023,0.0007788878,0.00003153836,0.009914331,0.0003466861,0.00004106261,0.00002118951,0.000003255542,0.0008400508],"genre_scores_gemma":[0.994691,0.003717478,0.0006450918,0.00003176611,0.0002271359,6.856834e-8,0.00006152487,5.509628e-7,0.0006253963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6632925,"threshold_uncertainty_score":0.9295753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01810831485577092,"score_gpt":0.2366647028076939,"score_spread":0.218556387951923,"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."}}