{"id":"W2224583174","doi":"","title":"The Candy Shop Challenge: Reflections on Working with Teachers and Educational Technology","year":2010,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Mathematics education; Pedagogy; Sociology; Psychology","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":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0004426347,0.0002172619,0.0001847361,0.001087794,0.001582312,0.0001089822,0.0004215177,0.0004477866,0.0003468923],"category_scores_gemma":[0.001623178,0.0001645881,0.00001949319,0.001357026,0.003194316,0.00009673584,0.00004279772,0.001461071,0.00003911247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001028058,"about_ca_system_score_gemma":0.001493818,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001121886,"about_ca_topic_score_gemma":0.06049635,"domain_scores_codex":[0.998455,0.00008042799,0.0002365696,0.0004890642,0.0003125132,0.0004264137],"domain_scores_gemma":[0.9977739,0.001191894,0.0001602516,0.000376929,0.0003373364,0.0001596576],"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":[0.00000915278,0.0001479792,0.01645918,0.000001663187,0.0000217146,5.187702e-7,0.002864585,5.573323e-8,0.0001804312,0.9608079,0.001279561,0.01822725],"study_design_scores_gemma":[0.000240504,0.0001271073,0.005777614,0.00006026682,0.00001970884,0.00001818374,0.007235452,0.000004584984,0.0002061868,0.9520792,0.03400804,0.0002231774],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08373134,0.0002435739,0.000008472532,0.8820063,0.002018897,0.0003063025,0.000003155337,0.0001921817,0.03148973],"genre_scores_gemma":[0.9925237,0.0007777462,0.0007402243,0.0002934478,0.0006731905,0.0006091477,0.0000190597,0.00001668364,0.004346788],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9087924,"threshold_uncertainty_score":0.9997175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05692768129329851,"score_gpt":0.3495085680155421,"score_spread":0.2925808867222436,"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."}}