{"id":"W4396854689","doi":"10.23977/aetp.2024.080322","title":"The guidance and role of life outlook development in practical teaching system","year":2024,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Education and Learning Interventions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering ethics; Psychology; Computer science; Engineering","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":[0.002095118,0.00025365,0.0001181223,0.0004910053,0.0006729551,0.001549371,0.000492272,0.0005582492,0.003720578],"category_scores_gemma":[0.007936368,0.0001199261,0.000192767,0.0001781495,0.000823423,0.001191966,0.0014412,0.0006767206,0.000652834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005926065,"about_ca_system_score_gemma":0.001094533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003605476,"about_ca_topic_score_gemma":0.0006002368,"domain_scores_codex":[0.9987528,0.0007867385,0.00003534817,0.0001247714,0.0001911196,0.0001091555],"domain_scores_gemma":[0.9958456,0.001612845,0.0004279405,0.0002294982,0.0004976636,0.001386463],"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":[0.0003955063,0.001667698,0.06754148,0.0004791276,0.00001929283,0.001268691,0.06716638,0.002323126,0.0279482,0.05181332,0.00714116,0.772236],"study_design_scores_gemma":[0.0001949961,0.005544505,0.3752842,0.001549047,0.0001316583,0.004027655,0.08660471,0.03225552,0.03368141,0.07876582,0.3815188,0.000441779],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7578787,0.0006994107,0.1240454,0.004617236,0.0001927565,0.0003491771,0.00009172308,0.001220457,0.1109051],"genre_scores_gemma":[0.9612548,0.0002505074,0.03266227,0.0001379714,0.00002467439,0.000100524,0.00005257935,0.00004015483,0.005476544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003720578,"threshold_uncertainty_score":0.01244658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01580270143234933,"score_gpt":0.3911706576148506,"score_spread":0.3753679561825013,"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."}}