{"id":"W6921072428","doi":"10.6084/m9.figshare.26122755.v1","title":"Additional file 1 of Development and usability testing of an online support tool to identify models and frameworks to inform implementation","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Usability and User Interface Design","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Usability; Development (topology); Key (lock); User interface","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008720443,0.00007752185,0.000100287,0.00007171676,0.00004133335,0.00009952338,0.000191476,0.00005479395,0.4457987],"category_scores_gemma":[0.000879874,0.00007714159,0.00001439863,0.0002838864,0.000005954459,0.0006620818,0.0002753035,0.00009289754,0.00004692387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002952049,"about_ca_system_score_gemma":0.0001855307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000068707,"about_ca_topic_score_gemma":0.0000402054,"domain_scores_codex":[0.9991513,0.00001324707,0.0002848764,0.0002482912,0.0001897997,0.0001124998],"domain_scores_gemma":[0.998869,0.0006626605,0.00004321227,0.0001705183,0.000174203,0.00008043276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004126289,0.00004061377,0.00001489164,0.0002941789,0.000009911607,0.000001748323,0.002575551,0.0001985789,0.00005120735,0.00005191671,0.779115,0.2176423],"study_design_scores_gemma":[0.0003001279,0.001316112,0.1902182,0.008060619,0.00001254135,0.00003548306,0.0008124175,0.2196353,0.01384981,0.005627705,0.559213,0.0009187156],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"methods","genre_scores_codex":[0.03645367,0.000004344044,0.001491842,0.00006847688,0.00001440802,0.0002341007,0.9616264,0.00004059844,0.00006622526],"genre_scores_gemma":[0.1590756,7.549096e-8,0.425889,0.0003508332,0.00003282302,0.0004629647,0.4141216,0.000009904672,0.00005730698],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.5475048,"threshold_uncertainty_score":0.5547079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1298795257717566,"score_gpt":0.357702105194886,"score_spread":0.2278225794231295,"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."}}