{"id":"W4399375802","doi":"10.1109/iciet60671.2024.10542813","title":"Preface","year":2024,"lang":"en","type":"article","venue":"","topic":"Innovative Educational Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Engineering; Political science; Management; Engineering physics; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001518358,0.0008877487,0.0005888349,0.002041333,0.001982501,0.003444403,0.001071767,0.001086849,0.4039147],"category_scores_gemma":[0.01003658,0.0002234127,0.0004141892,0.001415897,0.0004240466,0.002654874,0.001678489,0.002699409,0.2801671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001386278,"about_ca_system_score_gemma":0.001900125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00299621,"about_ca_topic_score_gemma":0.003124797,"domain_scores_codex":[0.9992504,0.0001054699,0.00005581792,0.0001391344,0.0003717866,0.0000773238],"domain_scores_gemma":[0.9917715,0.0007495402,0.0001936352,0.0003989367,0.005600677,0.001285591],"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":[0.00002563042,0.00001372125,0.00006708658,0.0000709931,0.000001003854,0.00003087479,0.00004336333,0.00004160752,0.000124484,0.001393346,0.9723841,0.02580368],"study_design_scores_gemma":[0.000004024192,0.00001850947,0.0002487531,0.0000941958,0.000001254056,0.00004305394,0.00006763905,0.0000281915,0.00007577324,0.0008237817,0.9985905,0.000004280504],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.001574589,0.0104161,0.006773827,0.04662839,0.4717763,0.0008801656,0.01063481,0.001608654,0.4497071],"genre_scores_gemma":[0.007302192,0.007751963,0.002511509,0.009531345,0.06581335,0.0004446522,0.009909651,0.0007707005,0.8959646],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5960853,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01826617051178274,"score_gpt":0.2948314261258468,"score_spread":0.276565255614064,"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."}}