{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000661284,0.000113167,0.0001509679,0.00003023324,0.0008354698,0.0001422787,0.0004345546,0.0001511013,0.0004354349],"category_scores_gemma":[0.0004638692,0.0001235705,0.0001194349,0.0006630392,0.0002579102,0.0001234947,0.00007137335,0.0002924821,0.00004066277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009022909,"about_ca_system_score_gemma":0.00513793,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9616795,"about_ca_topic_score_gemma":0.9443191,"domain_scores_codex":[0.998203,0.0002099469,0.0001908392,0.0002801773,0.0006072344,0.0005088117],"domain_scores_gemma":[0.9989572,0.0002843761,0.00004772177,0.0002643752,0.0002256471,0.0002207],"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":[0.00002283055,0.0001478841,0.1958659,0.00003576873,0.0003289278,0.00001414825,0.08436364,0.00004339222,0.0001879231,0.08768187,0.6240041,0.007303647],"study_design_scores_gemma":[0.0003130708,0.000006941401,0.05625232,0.00003576133,0.00002787597,1.279244e-7,0.07052997,0.0003691375,0.00007643068,0.005466555,0.8666423,0.0002794865],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6327712,0.0007043382,0.0004008458,0.04051563,0.003606287,0.0004180673,0.000175279,0.0001847688,0.3212236],"genre_scores_gemma":[0.9229709,0.0002174353,0.0005011704,0.002453095,0.0002408701,0.00001624639,0.00005905444,0.00001122372,0.07353004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2901996,"threshold_uncertainty_score":0.9114468,"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."}}