{"id":"W4400038288","doi":"10.48175/ijarsct-18970","title":"Canada Calling: Unraveling the Youth Obsession with Canadian Education","year":2024,"lang":"en","type":"article","venue":"International Journal of Advanced Research in Science Communication and Technology","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Sociology; Media studies; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002597006,0.00005375239,0.00008040424,0.001273372,0.0008979473,0.00006340745,0.001116908,0.00005957849,0.00002349718],"category_scores_gemma":[0.0007826326,0.00003378044,0.000008824611,0.001471007,0.0006858842,0.0003270234,0.000160285,0.001337841,0.000002597298],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001376137,"about_ca_system_score_gemma":0.02501893,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4251653,"about_ca_topic_score_gemma":0.8459423,"domain_scores_codex":[0.9984616,0.0001805591,0.0003287951,0.00012877,0.0006229806,0.0002772806],"domain_scores_gemma":[0.996633,0.0004622966,0.0001029916,0.0002602144,0.002406952,0.0001345548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001045522,0.0001959387,0.02119287,0.00007076973,0.00006154715,0.00003770178,0.01775363,0.0007292217,0.001398641,0.5406053,0.003007223,0.4148426],"study_design_scores_gemma":[0.0006913536,0.0001703945,0.02010108,0.005011097,0.00001181788,0.000123475,0.3687973,0.003022524,0.0002048281,0.03696178,0.5646713,0.0002330857],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6620338,0.008009873,0.00008847811,0.3226863,0.001478771,0.0003301191,0.00001050649,0.00001732241,0.005344861],"genre_scores_gemma":[0.9950976,0.003367133,0.0009551464,0.000263999,0.00006745599,0.00002461899,0.000003289162,0.000005336038,0.0002153748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5616641,"threshold_uncertainty_score":0.9805083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2617814538020801,"score_gpt":0.5954285784351302,"score_spread":0.3336471246330501,"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."}}