{"id":"W7019532166","doi":"","title":"Industry Keynote: Ron Wakkary","year":2022,"lang":"en","type":"article","venue":"SOURCE Sheridan's Institutional Repository (Sheridan College)","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Liquation; Diafiltration; Dysgeusia; Hyporeflexia; Pretext; Fusible alloy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001306668,0.0008327843,0.0006044394,0.001473648,0.004779775,0.006624801,0.0009613869,0.003828248,0.2750983],"category_scores_gemma":[0.004267369,0.0005127417,0.0005310696,0.001273953,0.000865026,0.005589756,0.003296911,0.005295471,0.1331164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002964821,"about_ca_system_score_gemma":0.00322022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006330926,"about_ca_topic_score_gemma":0.0136508,"domain_scores_codex":[0.9988275,0.0001218891,0.00004870245,0.0003167656,0.0004614176,0.0002236961],"domain_scores_gemma":[0.9982393,0.0002207891,0.00006179675,0.0001036543,0.0007776126,0.0005968141],"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":[0.00002121499,0.00001241313,0.00005974586,0.00003151513,0.00000141106,0.00004818511,0.00009626033,0.00001397177,0.0001268873,0.004691395,0.9834107,0.01148636],"study_design_scores_gemma":[0.000001946661,0.000005812145,0.00009591892,0.00003409286,0.000001196723,0.00004357891,0.0002161562,0.00001426619,0.00005715168,0.0005692916,0.9989575,0.000003169262],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001778346,0.01928202,0.001283785,0.2370691,0.09808199,0.0001097194,0.0007824457,0.0004557849,0.6411568],"genre_scores_gemma":[0.007282279,0.004446858,0.000308042,0.01778817,0.003768031,0.00004236202,0.0002568775,0.0001689421,0.9659385],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2750983,"threshold_uncertainty_score":0.9202954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008987200336435994,"score_gpt":0.2199305580168478,"score_spread":0.2109433576804118,"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."}}