{"id":"W839887192","doi":"10.71781/652","title":"Technology adoption among Canadian dentists","year":2008,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006755823,0.000216854,0.0002971686,0.0009588462,0.001393407,0.00008654832,0.0009632158,0.001116312,0.02666951],"category_scores_gemma":[0.000681333,0.0002419026,0.00004283707,0.0006701704,0.00007559724,0.0004905585,0.0001164823,0.001718897,0.02411],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001283256,"about_ca_system_score_gemma":0.008615864,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3236026,"about_ca_topic_score_gemma":0.8766618,"domain_scores_codex":[0.9976268,0.0002702211,0.00050588,0.0005297511,0.0003589615,0.0007083967],"domain_scores_gemma":[0.9980525,0.00008790539,0.0004277521,0.0005793237,0.0004830957,0.0003694061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001423606,0.0001936784,0.6542639,0.0002240937,0.0001214325,0.0002321627,0.01472607,7.197834e-7,0.0001840829,0.0001473997,0.03849466,0.2912695],"study_design_scores_gemma":[0.0002920551,0.0000237266,0.5252039,0.0002678634,0.00003367483,0.0000120763,0.02784267,0.000003944591,0.0001213187,0.00006634713,0.4458992,0.0002331828],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6774907,0.0002007932,4.896516e-7,0.0003986101,0.002126436,0.00170504,0.00005225567,0.000004259025,0.3180214],"genre_scores_gemma":[0.3313203,0.0003635348,0.0004911266,0.00007887489,0.0002517299,0.0007317324,0.005217425,0.00008005258,0.6614652],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5530593,"threshold_uncertainty_score":0.9999067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1002877761093224,"score_gpt":0.5262621141655235,"score_spread":0.4259743380562011,"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."}}