{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006110311,0.000145048,0.0002110178,0.0007031732,0.001966021,0.004968132,0.0004886898,0.001648431,0.01178496],"category_scores_gemma":[0.03369372,0.0002835677,0.0003521917,0.0003609008,0.001483014,0.0009193337,0.0009622304,0.002435677,0.001734687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001969908,"about_ca_system_score_gemma":0.006486484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004974947,"about_ca_topic_score_gemma":0.00877596,"domain_scores_codex":[0.9967256,0.001787874,0.0001696108,0.0001565824,0.0004794773,0.0006809715],"domain_scores_gemma":[0.9641936,0.02634797,0.002784189,0.0006209283,0.002629427,0.003423925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002453751,0.004216143,0.5007682,0.0005330585,0.0001162581,0.004088312,0.262696,0.003211238,0.01190423,0.01524667,0.01532763,0.1794385],"study_design_scores_gemma":[0.0003552334,0.002020992,0.2722238,0.0005687926,0.0001368642,0.001213212,0.6326,0.007621756,0.009957794,0.01480772,0.05833451,0.0001593964],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801145,0.000108914,0.001003867,0.003694568,0.00004120904,0.00007193806,0.0000272667,0.00001565647,0.01492209],"genre_scores_gemma":[0.9957336,0.0001069996,0.0005133357,0.0001981724,0.000005853376,0.00002007099,0.00002061965,0.000003323555,0.003398211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01178496,"threshold_uncertainty_score":0.03942466,"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."}}