{"id":"W3164334090","doi":"10.1051/e3sconf/202125807039","title":"Autotraining using sustainable digital technologies: myth or reality","year":2021,"lang":"en","type":"article","venue":"E3S Web of Conferences","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Plan (archaeology); Field (mathematics); Quarter (Canadian coin); Applied psychology; Psychology; Computer science; Medical education; Multimedia; Psychotherapist; Medicine; Mathematics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002047958,0.0001336624,0.0002777672,0.0001216073,0.00009074299,0.0001243741,0.0002590124,0.0001225304,0.001233727],"category_scores_gemma":[0.0003695253,0.0001160305,0.00009450653,0.000403522,0.0002724222,0.0003252538,0.0001696626,0.0001511501,0.00004040056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006133637,"about_ca_system_score_gemma":0.001324903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001787216,"about_ca_topic_score_gemma":0.00005289467,"domain_scores_codex":[0.9985595,0.00005379028,0.000480687,0.0003068048,0.0001789452,0.0004202428],"domain_scores_gemma":[0.999002,0.00015854,0.0002032115,0.0003505693,0.0002276691,0.00005795528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001657076,0.0009286441,0.009080027,0.0004653646,0.0001792407,0.0004656274,0.0009569369,0.000005602417,0.0001243074,0.8429344,0.003361195,0.1413329],"study_design_scores_gemma":[0.003443531,0.002691386,0.01214307,0.002137151,0.00013785,0.0005825758,0.3791338,0.0007702637,0.01676267,0.2280131,0.3527576,0.00142706],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4443673,0.0005523412,0.0006317543,0.003139908,0.0007947846,0.0002792547,0.0001510707,0.0003799138,0.5497037],"genre_scores_gemma":[0.9851249,0.000004276633,0.0003334268,0.00004164028,0.00002294032,0.00002029273,0.00002136602,0.00001092974,0.0144202],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6149214,"threshold_uncertainty_score":0.9996793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1259725936063574,"score_gpt":0.4201091783152511,"score_spread":0.2941365847088937,"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."}}