{"id":"W4410467760","doi":"10.32674/szasz867","title":"To be or not","year":2025,"lang":"en","type":"article","venue":"Journal of International Students","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"National Office for Philosophy and Social Sciences","keywords":"Psychology; Social psychology; Mathematics education; Sociology; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006612059,0.00005515882,0.0001142216,0.0002733412,0.0001399701,0.0001186564,0.001288656,0.00006075903,0.0003068839],"category_scores_gemma":[0.001317659,0.00004403066,0.00006666943,0.00021267,0.00005590417,0.0001564977,0.0001533058,0.0001588869,0.0000315258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003503864,"about_ca_system_score_gemma":0.000162929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001078171,"about_ca_topic_score_gemma":0.0002740359,"domain_scores_codex":[0.9984778,0.00003969165,0.0002812265,0.00006697094,0.0009963709,0.00013799],"domain_scores_gemma":[0.9992776,0.00005316465,0.0001633154,0.00006145299,0.0003643646,0.00008010102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001149907,0.0008652553,0.7065879,0.00000559402,0.0005820608,0.0001446155,0.00347472,0.00001676808,0.000719412,0.01002574,0.2561622,0.02026584],"study_design_scores_gemma":[0.001158569,0.0001142745,0.4939269,0.0001674203,0.00002135608,0.000008677055,0.002437396,0.000001548307,0.00097036,0.0005038269,0.5005997,0.00009000752],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9061582,0.00002035631,0.0005806423,0.06500657,0.003724644,0.000121756,0.00000431735,0.00002319089,0.02436034],"genre_scores_gemma":[0.9669574,0.00006849278,0.0005858146,0.007489449,0.0001900983,0.000001137958,1.742091e-7,0.000003300845,0.02470416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2444375,"threshold_uncertainty_score":0.3360163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03080884427860198,"score_gpt":0.4345757178608116,"score_spread":0.4037668735822096,"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."}}