{"id":"W2143338417","doi":"10.1109/hicss.2007.397","title":"Neo-symbiosis: A Conceptual Tool for System Design","year":2007,"lang":"en","type":"article","venue":"","topic":"Cognitive Science and Education Research","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"General Dynamics (Canada)","funders":"","keywords":"Computer science; Intuition; Cognitive science; Perception; Illusion; Cognitive systems; Cognition; Human–computer interaction; Artificial intelligence; Cognitive psychology; Psychology","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":[0.0011472,0.0000664395,0.00007208687,0.00009421491,0.0002281648,0.00007778814,0.0002249452,0.00003074536,0.0002139841],"category_scores_gemma":[0.001255925,0.00005315404,0.00004154497,0.0003799576,0.0001945247,0.0001666203,0.00002848344,0.00005462065,0.0003448925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005264152,"about_ca_system_score_gemma":0.0001397993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008868653,"about_ca_topic_score_gemma":0.000001786467,"domain_scores_codex":[0.9987926,0.00005840884,0.0001518602,0.0003031326,0.0002855326,0.0004084701],"domain_scores_gemma":[0.9983954,0.001214739,0.00002772372,0.0001308437,0.0001251638,0.000106058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002089118,0.0001720487,0.0007750135,0.00004344358,0.000003912519,0.00001493606,0.001998718,0.000006272114,0.8034082,0.1413522,0.01677165,0.03524473],"study_design_scores_gemma":[0.0003316356,0.0001632706,0.0006981717,0.00001606431,0.000003160538,0.00001546662,0.007702207,0.0009682728,0.9851326,0.0001831435,0.004653812,0.0001321852],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3360924,0.00001645682,0.6266573,0.0008753884,0.0006592743,0.001423579,0.000009887314,0.0002098193,0.0340559],"genre_scores_gemma":[0.9914353,0.000001530647,0.002329862,0.001158739,0.0001029932,0.00007574174,4.452814e-7,0.000006048819,0.004889332],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6553429,"threshold_uncertainty_score":0.4433011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1803893210078798,"score_gpt":0.3865319486369041,"score_spread":0.2061426276290243,"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."}}