{"id":"W2240382590","doi":"","title":"The Link between Competencies and Attitudes towards Computers in Teacher Education","year":2004,"lang":"en","type":"article","venue":"Society for Information Technology & Teacher Education International Conference","topic":"Gender and Technology in Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Link (geometry); Mathematics education; Pedagogy; Psychology; Computer science","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":[0.0008073194,0.000162553,0.0001482795,0.0003124373,0.0007769321,0.000262638,0.0007047204,0.000399828,0.00002825634],"category_scores_gemma":[0.0004199439,0.0001543333,0.00009865921,0.0004578538,0.0008295337,0.000960604,0.0000898628,0.0004339887,0.000019764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006643956,"about_ca_system_score_gemma":0.002603889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008290788,"about_ca_topic_score_gemma":0.0003504332,"domain_scores_codex":[0.9986858,0.00003682847,0.0004675796,0.0002198631,0.0002912083,0.0002987281],"domain_scores_gemma":[0.998616,0.00008173187,0.0002828662,0.0002325502,0.0007242848,0.00006254941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003624857,0.00008167575,0.05043129,0.00001416269,0.00003694848,8.049526e-9,0.01594523,0.000003452792,0.0000129783,0.5280128,0.001031209,0.4044267],"study_design_scores_gemma":[0.0007400556,0.00006576241,0.1742708,0.000111832,0.00003909012,0.000005142962,0.1823126,0.00009835474,0.0001666194,0.3208566,0.3209478,0.0003853313],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5045155,0.0007643848,0.02120022,0.4319192,0.004444199,0.002057371,0.00002768167,0.0007014307,0.03436999],"genre_scores_gemma":[0.984882,0.0004500806,0.01233392,0.0004347041,0.0004527682,0.0005484318,0.0001547542,0.000008612679,0.0007347404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4803665,"threshold_uncertainty_score":0.6293529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02848822880262819,"score_gpt":0.3423197987644223,"score_spread":0.3138315699617941,"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."}}