{"id":"W3177141499","doi":"10.1145/3459990.3460513","title":"Translational IDC","year":2021,"lang":"en","type":"article","venue":"Interaction Design and Children","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Work (physics); Knowledge management; Process (computing); Translational research; Engineering; Engineering ethics; Engineering management; Computer science; Medicine","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":[0.000087065,0.00004052049,0.00004906317,0.00003832985,0.0001577461,0.000073754,0.00003859295,0.00005034278,0.0004721808],"category_scores_gemma":[0.00005117598,0.00004208787,0.00002083135,0.000103237,0.00005420412,0.000196296,0.000009551783,0.00006330727,0.00004028031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001234327,"about_ca_system_score_gemma":0.0000738754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003193322,"about_ca_topic_score_gemma":0.00005978694,"domain_scores_codex":[0.9995827,0.00004610964,0.00007676823,0.000113187,0.00009511333,0.00008610919],"domain_scores_gemma":[0.9997971,0.00007095199,0.00001934074,0.00003937133,0.00003719208,0.0000360494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009772612,0.0002514065,0.07840182,0.000003863811,0.0001653452,0.00002640357,0.01056676,0.00003197943,0.001160221,0.3503006,0.02804843,0.5309454],"study_design_scores_gemma":[0.001683987,0.00008061204,0.3359117,0.000069939,0.00004241818,0.0002609091,0.003260473,0.000190868,0.01408771,0.1096039,0.5340376,0.0007699527],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6815237,0.0007924937,0.05804059,0.01902653,0.000815575,0.0003717031,0.000006619273,0.000440332,0.2389824],"genre_scores_gemma":[0.9957967,0.0001139245,0.001462267,0.0002641992,0.00008154508,0.000002914689,0.00001260027,0.00000311111,0.002262746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5301754,"threshold_uncertainty_score":0.5170049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02784823206035389,"score_gpt":0.298769297592091,"score_spread":0.2709210655317371,"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."}}