{"id":"W7106528230","doi":"10.2142/biophys.65.289","title":"Dear Young Researchers (Society), From Canada","year":2025,"lang":"en","type":"article","venue":"Seibutsu Butsuri","topic":"Youth Education and Societal Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002916305,0.0006860548,0.0008401705,0.001808434,0.01165784,0.007105752,0.001346181,0.004819106,0.05799435],"category_scores_gemma":[0.01098718,0.0005291004,0.0005501879,0.001718576,0.002035651,0.001914485,0.003446315,0.008067545,0.02096871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0199372,"about_ca_system_score_gemma":0.1280059,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.764277,"about_ca_topic_score_gemma":0.9097685,"domain_scores_codex":[0.9969763,0.0001803855,0.000130226,0.0003314044,0.001335319,0.001046452],"domain_scores_gemma":[0.9704772,0.0005531111,0.0006735463,0.0002797927,0.01462808,0.01338825],"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":[0.00002426853,0.00002583367,0.002764748,0.0001134478,0.000006799094,0.0001662631,0.0005710846,0.00001528001,0.0001450085,0.001043926,0.9699671,0.02515627],"study_design_scores_gemma":[0.00001392524,0.00001633784,0.005903798,0.0002478184,0.00001385903,0.0001376614,0.004650583,0.00002546893,0.0001318564,0.0003550925,0.9884791,0.00002439492],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005139521,0.03814598,0.0004475615,0.762666,0.1375522,0.0001965076,0.002047184,0.0001916541,0.05361333],"genre_scores_gemma":[0.01904239,0.02246807,0.0008994044,0.1371761,0.006984674,0.0001428443,0.0006757958,0.0000972159,0.8125134],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.764277,"threshold_uncertainty_score":0.4742224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02927544762946243,"score_gpt":0.3403088331260058,"score_spread":0.3110333854965434,"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."}}