{"id":"W1568013853","doi":"","title":"Pre-service Mathematics Teacher Lesson Planning with Online Applets","year":2003,"lang":"en","type":"article","venue":"Society for Information Technology & Teacher Education International Conference","topic":"Mathematics Education and Pedagogy","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Mathematics education; Computer science; Service (business); Mathematics; Multimedia; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005700357,0.0003261573,0.0003103451,0.0003123097,0.0002367105,0.0001615717,0.0006222274,0.0003778184,0.0009176573],"category_scores_gemma":[0.0006703082,0.0002999931,0.0001580613,0.0004604875,0.000127613,0.0007371086,0.00005334188,0.0004681226,0.00005553204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002391406,"about_ca_system_score_gemma":0.0008992481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001379164,"about_ca_topic_score_gemma":0.00001903255,"domain_scores_codex":[0.9981303,0.00002917503,0.0007966753,0.0002727932,0.0004371144,0.0003339774],"domain_scores_gemma":[0.9970262,0.0001683754,0.0007782752,0.000516257,0.001414931,0.00009594725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000225789,0.001129414,0.00216483,0.0005320178,0.0001881588,6.625028e-8,0.03382517,0.00002020783,0.00008545058,0.935807,0.02168715,0.004537984],"study_design_scores_gemma":[0.002570971,0.0001729871,0.0005251719,0.0005714932,0.0002435061,0.0001313246,0.1806498,0.009550001,0.001486076,0.5135096,0.2894705,0.001118704],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5231561,0.0001015696,0.4063254,0.01440053,0.001196241,0.002375752,0.0001222501,0.0009548507,0.05136729],"genre_scores_gemma":[0.6697252,0.00002801634,0.3189009,0.001315662,0.0001888829,0.001235992,0.0007013726,0.0000630806,0.007840872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4222974,"threshold_uncertainty_score":0.9999956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07645885753211926,"score_gpt":0.3882418678054976,"score_spread":0.3117830102733783,"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."}}