{"id":"W6939718539","doi":"10.6084/m9.figshare.20291271.v1","title":"Embedded Intelligent Empathy in Design","year":2022,"lang":"en","type":"other","venue":"Figshare","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Process (computing); Empathy; Design process; Computational model; Intelligent decision support system; Engineering design process","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":[0.004284105,0.0008125312,0.0003803772,0.0009864555,0.002435392,0.006858117,0.0009693658,0.002924284,0.01750359],"category_scores_gemma":[0.007463242,0.0003376585,0.0004304395,0.0006750314,0.02004375,0.006140341,0.004466397,0.002855904,0.002703389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003542186,"about_ca_system_score_gemma":0.002135788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000918892,"about_ca_topic_score_gemma":0.0008823061,"domain_scores_codex":[0.9953569,0.003263445,0.0001219346,0.0004358407,0.0006099602,0.0002118058],"domain_scores_gemma":[0.9961846,0.002446164,0.0002262824,0.0006384808,0.0002859556,0.0002185279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008237686,0.00001002204,0.0000852399,0.00007154423,0.000006302647,0.00004342693,0.001862927,0.0009468977,0.0001520574,0.9802917,0.003188734,0.01333285],"study_design_scores_gemma":[0.00001802044,0.00002422854,0.0001162032,0.0001740783,0.000006986481,0.0001207543,0.0007864017,0.001991677,0.0003280011,0.804234,0.1921875,0.00001211112],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01060405,0.009230326,0.174027,0.02608921,0.0006105186,0.00008986425,0.00005272896,0.0002927913,0.7790035],"genre_scores_gemma":[0.7665779,0.008302559,0.09224965,0.006200523,0.0003951998,0.0004477397,0.00008701329,0.0002918944,0.1254475],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01750359,"threshold_uncertainty_score":0.05855536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04859909698612937,"score_gpt":0.2383496255855408,"score_spread":0.1897505285994114,"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."}}