{"id":"W2284842130","doi":"","title":"Grade 9 Teachers Use of Technology in Linear Relations","year":2013,"lang":"en","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Perception; Context (archaeology); Unit (ring theory); Correctness; Computer science; Pedagogy; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001234301,0.00008951535,0.0002112684,0.0002686604,0.0001467653,0.000004761302,0.000272376,0.0007237628,0.006578499],"category_scores_gemma":[0.0002226334,0.0001204749,0.0000698454,0.0002476535,0.00027767,0.0004228808,0.00001456424,0.0002576784,0.00002657489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003745847,"about_ca_system_score_gemma":0.0003063341,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4871805,"about_ca_topic_score_gemma":0.7505305,"domain_scores_codex":[0.9993589,0.00006951292,0.0001171954,0.0001630547,0.0001571325,0.0001342149],"domain_scores_gemma":[0.9992054,0.00005651369,0.0003091435,0.0001943153,0.0002007303,0.00003395718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005191091,0.0005406454,0.04174945,0.00006701809,0.0001552162,0.000004223107,0.590293,0.00001915545,0.00315987,0.2885903,0.009938396,0.06543089],"study_design_scores_gemma":[0.0002513887,0.00005310637,0.195729,0.0001251911,0.0000608386,1.561286e-7,0.7847987,0.00005208765,0.0002096477,0.0007535142,0.01778438,0.0001819661],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9429528,0.0002489667,0.00003760813,0.00454934,0.0003080723,0.0003071169,0.000005721737,0.00008678749,0.05150364],"genre_scores_gemma":[0.89715,0.0005517324,0.00337401,0.000004037128,0.00001178192,0.000001095567,0.0000854671,0.00000725536,0.09881462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2878367,"threshold_uncertainty_score":0.9943296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0257208100360882,"score_gpt":0.3090264295524364,"score_spread":0.2833056195163481,"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."}}