{"id":"W1742263775","doi":"","title":"Factors Mediating the use of Online Applets in the Lesson Planning of Pre-service Mathematics Teachers","year":2003,"lang":"en","type":"article","venue":"Journal of Computers in Mathematics and Science Teaching","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Mathematics education; Computer science; Service (business); Multimedia; Psychology; Business","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":[],"consensus_categories":[],"category_scores_codex":[0.006934378,0.00007016672,0.0001995791,0.0002551131,0.000227076,0.0000771484,0.0005274197,0.00004753252,0.000001258598],"category_scores_gemma":[0.002584528,0.00003827285,0.00003227483,0.0004966219,0.0003484762,0.0002992915,0.00002627789,0.0004281907,2.931274e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000048071,"about_ca_system_score_gemma":0.0001774824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001084154,"about_ca_topic_score_gemma":0.000175485,"domain_scores_codex":[0.9985295,0.0001924806,0.0005643867,0.00006711329,0.0005063647,0.0001401838],"domain_scores_gemma":[0.9974008,0.001624075,0.0007250068,0.0001222627,0.0001006165,0.00002728332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[9.474372e-7,0.0002656241,0.02236831,0.000039099,0.000006342091,7.788252e-7,0.8663705,0.001248291,0.0006046671,0.1070598,0.00002169835,0.002013973],"study_design_scores_gemma":[0.0003484635,0.0001025745,0.02244602,0.001125574,0.00002921359,0.00002280537,0.883035,0.05028233,0.0004334897,0.04157059,0.0004428414,0.0001610564],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860258,0.00003333991,0.01220255,0.00128426,0.0001163599,0.0001155722,4.895529e-7,0.000003255827,0.000218375],"genre_scores_gemma":[0.9166261,0.00001264946,0.08327959,0.00006122515,0.00001439496,6.172266e-7,1.422298e-7,0.000002637387,0.000002639905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07107704,"threshold_uncertainty_score":0.3094108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1211162096577778,"score_gpt":0.384590162168247,"score_spread":0.2634739525104692,"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."}}