{"id":"W4408232718","doi":"10.61650/dpjpm.v1i3.117","title":"Mobile learning medium for junior high math interest: how is it developing? Is it effective?","year":2023,"lang":"en","type":"article","venue":"Delta-Phi Jurnal Pendidikan Matematika","topic":"Mobile Learning in Education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Mathematics education; Computer science; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001864026,0.0005583569,0.0006983961,0.0007027091,0.0006784528,0.001023007,0.001915422,0.0002555934,0.0003062855],"category_scores_gemma":[0.0005699188,0.0005215799,0.0002712071,0.001224699,0.00009660589,0.001114877,0.0006712831,0.0007121113,0.002182019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003183871,"about_ca_system_score_gemma":0.0002927977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003958867,"about_ca_topic_score_gemma":0.00001524793,"domain_scores_codex":[0.9958795,0.0003806752,0.0008088598,0.001083605,0.0008311066,0.001016219],"domain_scores_gemma":[0.9966453,0.0009006856,0.0007437867,0.0009645807,0.0004622606,0.0002834001],"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":[0.0001231795,0.0003686825,0.003720648,0.005014101,0.0007385816,0.0001843264,0.06991361,0.001499136,0.003911467,0.05304651,0.8245351,0.0369447],"study_design_scores_gemma":[0.003306645,0.002300073,0.02273264,0.003053382,0.0002482462,0.0005690416,0.008737832,0.1811704,0.02643587,0.01756327,0.7305566,0.003325936],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5355158,0.0002910402,0.3905463,0.05875063,0.006609782,0.005057736,0.00008818643,0.001851892,0.001288557],"genre_scores_gemma":[0.9443327,0.000148342,0.03742472,0.002856955,0.0006557495,0.002141617,0.0001295286,0.0001488087,0.01216155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4088169,"threshold_uncertainty_score":0.9997236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03549435367503059,"score_gpt":0.3162153579408095,"score_spread":0.2807210042657788,"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."}}