{"id":"W2247460222","doi":"","title":"Managing change: Critical considerations for IT professional development for practicing teachers","year":2002,"lang":"en","type":"article","venue":"Society for Information Technology & Teacher Education International Conference","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University; York University","funders":"","keywords":"Professional development; Engineering ethics; Pedagogy; Medical education; Mathematics education; Psychology; Public relations; Political science; Medicine; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03480337,0.0007530621,0.001027934,0.001929906,0.01866046,0.02253484,0.003950229,0.01103271,0.006975049],"category_scores_gemma":[0.08618569,0.0007799292,0.0006361785,0.001006906,0.01984943,0.01333747,0.007021553,0.01205026,0.001114012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008245341,"about_ca_system_score_gemma":0.04198337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007891033,"about_ca_topic_score_gemma":0.01412575,"domain_scores_codex":[0.9709005,0.01713645,0.001171878,0.001192504,0.006393546,0.003205133],"domain_scores_gemma":[0.8595586,0.09252457,0.004081857,0.002773345,0.02255563,0.01850598],"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":[0.000181175,0.0005989816,0.00811236,0.001781155,0.0001214053,0.002035527,0.1676005,0.002014322,0.001853285,0.3529306,0.1939353,0.2688355],"study_design_scores_gemma":[0.00009979903,0.0002805164,0.006198261,0.00303366,0.0001095939,0.001902151,0.2863825,0.003324262,0.002148682,0.3042111,0.3921051,0.0002043297],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.03364328,0.01230514,0.06546789,0.7473186,0.004476323,0.0008665767,0.00006935361,0.0003974605,0.1354555],"genre_scores_gemma":[0.8791748,0.006673642,0.06960984,0.0278721,0.001850084,0.001162405,0.00005512348,0.0002746948,0.01332733],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03480337,"threshold_uncertainty_score":0.18406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0968425454049794,"score_gpt":0.4171692343006104,"score_spread":0.320326688895631,"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."}}