{"id":"W4391405386","doi":"10.23977/aetp.2024.080112","title":"Research on the Problems and Improvement Strategies of Family Education Guidance in Primary and Secondary Schools","year":2024,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Educational Reforms and Innovations","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Primary (astronomy); Mathematics education; Primary education; Medical education; Pedagogy; Psychology; Medicine; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.005192971,0.0003198074,0.0003880474,0.002023795,0.004678002,0.00259524,0.001618493,0.0009696882,0.001546727],"category_scores_gemma":[0.01301096,0.0002397168,0.0004060159,0.002962388,0.002233921,0.002821409,0.001884232,0.0008945743,0.0001132535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009159992,"about_ca_system_score_gemma":0.02957905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08447248,"about_ca_topic_score_gemma":0.1082689,"domain_scores_codex":[0.9939538,0.002694841,0.0004895741,0.0005914222,0.00136073,0.0009096824],"domain_scores_gemma":[0.9929467,0.002044197,0.001752895,0.0004232384,0.001851704,0.0009811907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000829586,0.0005480748,0.2453707,0.001748737,0.00007300809,0.0006182531,0.1259144,0.001475237,0.0009898902,0.02293631,0.006676013,0.5935664],"study_design_scores_gemma":[0.00007149987,0.0004872448,0.5806278,0.003423845,0.0002172369,0.0004087399,0.2853073,0.005193465,0.003247472,0.01196255,0.1089036,0.000149214],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9575349,0.01007031,0.003220364,0.009003622,0.0001041734,0.0002423796,0.00007694771,0.0001122878,0.01963486],"genre_scores_gemma":[0.9925734,0.002831958,0.002776296,0.0001946651,0.00001050606,0.00005942229,0.00003015341,0.000004521133,0.001519058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08447248,"threshold_uncertainty_score":0.1679616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02600854999142448,"score_gpt":0.3885514258623834,"score_spread":0.3625428758709589,"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."}}