{"id":"W4385568264","doi":"10.1162/leon_r_02441","title":"Invention and Innovation: A Brief History of Hype and Failure","year":2023,"lang":"en","type":"article","venue":"Leonardo","topic":"Art, Technology, and Culture","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Icon; Citation; Download; Computer science; World Wide Web; Library science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.004290808,0.001105158,0.001034534,0.007904704,0.007614743,0.01403656,0.001355484,0.006667801,0.005298777],"category_scores_gemma":[0.008952243,0.0006703646,0.0005019538,0.008413717,0.04144912,0.02439163,0.006723215,0.01294244,0.002119594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0092654,"about_ca_system_score_gemma":0.003247099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004956438,"about_ca_topic_score_gemma":0.003768873,"domain_scores_codex":[0.994534,0.003075158,0.0002661764,0.0004629842,0.001044151,0.0006175893],"domain_scores_gemma":[0.9882798,0.009858642,0.0005285896,0.0003482584,0.0005481381,0.0004364988],"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":[0.0000877222,0.00005558595,0.0005249262,0.001080731,0.00002132178,0.001259415,0.06361212,0.0002117623,0.0002442517,0.810336,0.06023048,0.06233579],"study_design_scores_gemma":[0.000006678633,0.00006821281,0.0006063821,0.002027884,0.000006787909,0.0009838,0.009328064,0.0001109697,0.0001548805,0.06809425,0.9185764,0.00003561871],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007048807,0.6940016,0.003225527,0.0805595,0.006751442,0.00003632649,0.00007809702,0.00007611118,0.2082225],"genre_scores_gemma":[0.323856,0.5563784,0.002726977,0.03439675,0.015485,0.0002351128,0.0001615076,0.0002586865,0.06650161],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9923853,"threshold_uncertainty_score":0.06722546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03775865659158884,"score_gpt":0.2202657671651552,"score_spread":0.1825071105735664,"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."}}