{"id":"W4388709269","doi":"10.23977/aetp.2023.071509","title":"https://www.clausiuspress.com/assets/default/article/2023/11/15/article_1700056764.pdf","year":2023,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Psychology of Development and Education","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Jilin Office of Philosophy and Social Science","keywords":"Psychological health; Special education; Psychology; Checklist; Interpersonal communication; Norm (philosophy); Clinical psychology; Medicine; Social psychology; Pedagogy; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001313198,0.000990264,0.0006795378,0.007377465,0.000750585,0.002610123,0.001182731,0.0009558102,0.7488276],"category_scores_gemma":[0.002698634,0.0006351676,0.0005972318,0.004433359,0.0005901778,0.002388469,0.002736245,0.0008749245,0.700664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006116434,"about_ca_system_score_gemma":0.001403019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005693935,"about_ca_topic_score_gemma":0.008814462,"domain_scores_codex":[0.9996513,0.00005402122,0.0000351101,0.00004975753,0.0001403439,0.00006938375],"domain_scores_gemma":[0.9976448,0.0004581812,0.0002319857,0.0003995959,0.0005447976,0.0007205319],"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":[0.0001728853,0.0002290293,0.003141783,0.0006508769,0.00002236831,0.0002119268,0.0003033722,0.0000743815,0.001305782,0.0007387826,0.616411,0.3767378],"study_design_scores_gemma":[0.0001087817,0.00009338898,0.0203365,0.001079686,0.00002241203,0.000445982,0.0006147471,0.0005554772,0.004017493,0.002325232,0.970331,0.0000693488],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01327926,0.003072887,0.007231131,0.002973801,0.0007454116,0.001239763,0.1184167,0.04812042,0.8049206],"genre_scores_gemma":[0.0507738,0.005970684,0.02105293,0.001764204,0.00063027,0.001673127,0.1023042,0.0145491,0.8012818],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2511724,"threshold_uncertainty_score":0.3582669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02143013343632132,"score_gpt":0.3896268874248087,"score_spread":0.3681967539884874,"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."}}