{"id":"W2197685650","doi":"","title":"Science Pre-service Teachers' Decision-Making regarding the Implementation of Technology","year":2010,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Service (business); Business; Computer science; Engineering management; Engineering; Marketing","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":[0.0003925199,0.0001407209,0.0001600722,0.0005321918,0.0005257185,0.00005047124,0.0006938168,0.0001060674,0.0007559991],"category_scores_gemma":[0.001167045,0.0000636999,0.00002045089,0.004646408,0.001154196,0.0001634214,0.0002195744,0.0004168964,0.00002072334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003637237,"about_ca_system_score_gemma":0.0003595169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004646105,"about_ca_topic_score_gemma":0.00410234,"domain_scores_codex":[0.9986995,0.0000141627,0.0002889234,0.0003679961,0.0003604349,0.0002690002],"domain_scores_gemma":[0.9977134,0.001002867,0.0002093299,0.0001631085,0.0008654657,0.00004585898],"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":[0.000005318393,0.00007890966,0.05435969,0.00000252764,0.00001140294,1.817661e-7,0.0006168113,1.583537e-7,0.04690382,0.8096091,0.0005955395,0.08781657],"study_design_scores_gemma":[0.0001209797,0.00006944102,0.2755119,0.00005807485,0.00001495744,0.00001063422,0.004305194,0.00001150001,0.004570731,0.7132057,0.001967479,0.000153492],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6763966,0.00004301719,0.000002051207,0.321764,0.0008512184,0.0001639065,0.00001463861,0.00003901988,0.0007255773],"genre_scores_gemma":[0.9978229,0.00002655913,0.001403279,0.0002557877,0.000275935,0.0001209065,0.00001657939,0.000001408262,0.00007668467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3215082,"threshold_uncertainty_score":0.8277659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02623423483301192,"score_gpt":0.3121946759903655,"score_spread":0.2859604411573536,"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."}}