{"id":"W4404375760","doi":"10.1108/978-1-83797-799-420241010","title":"Learning from Lead Users","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Lead (geology); Computer science; Psychology; Geology; Paleontology","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":[0.00395967,0.0006192924,0.0004358416,0.0008954791,0.005374225,0.01080349,0.001334555,0.002939458,0.03790763],"category_scores_gemma":[0.01157587,0.0003750088,0.000346457,0.001065188,0.005025852,0.01224602,0.005906173,0.005955601,0.02101217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002828064,"about_ca_system_score_gemma":0.005357474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002390484,"about_ca_topic_score_gemma":0.007432431,"domain_scores_codex":[0.9969059,0.001505496,0.000048612,0.0003325013,0.0008039993,0.0004035405],"domain_scores_gemma":[0.9934496,0.002553147,0.0002353829,0.0009892674,0.001158679,0.001613869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0000477937,0.0002147926,0.00140578,0.000146511,0.000009181195,0.0002067582,0.02886797,0.0002820163,0.000343073,0.3426462,0.3129778,0.3128523],"study_design_scores_gemma":[0.00001250908,0.00005983233,0.0006727756,0.0003683029,0.000006136537,0.0002125361,0.0145375,0.00044208,0.0006452482,0.2125054,0.7705195,0.00001815195],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01036829,0.005178703,0.01946628,0.04853851,0.001577054,0.0000752335,0.0000813064,0.0004653253,0.9142494],"genre_scores_gemma":[0.1532574,0.004926274,0.006626235,0.01349328,0.0006382101,0.0001545675,0.0001482112,0.000341987,0.8204138],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03790763,"threshold_uncertainty_score":0.1268137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3387027818562099,"score_gpt":0.4121705828650206,"score_spread":0.07346780100881067,"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."}}