{"id":"W3168414871","doi":"10.25300/misq/2018/13219","title":"Collective Information Systems Use: A Typological Theory1","year":2018,"lang":"en","type":"article","venue":"MIS Quarterly","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; HEC Montréal","funders":"","keywords":"Epistemology; Geography; Sociology; Philosophy","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":[0.009599396,0.0005832093,0.0007286494,0.01336019,0.005502071,0.01033524,0.002019988,0.002714829,0.004243906],"category_scores_gemma":[0.01985254,0.0003700734,0.0008573061,0.01053697,0.02721385,0.01743342,0.005684481,0.001804714,0.0003694792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005104952,"about_ca_system_score_gemma":0.00173551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001696696,"about_ca_topic_score_gemma":0.001462673,"domain_scores_codex":[0.9876923,0.007307051,0.0007856786,0.001211647,0.002331897,0.0006713687],"domain_scores_gemma":[0.9754625,0.01624851,0.002487079,0.003141885,0.001908714,0.0007512667],"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":[0.00001368164,0.00003768731,0.009776837,0.0001076572,0.00001935119,0.0001243812,0.0224844,0.0007714045,0.0001173038,0.9509107,0.001455877,0.01418085],"study_design_scores_gemma":[0.00002216592,0.00005159631,0.007765756,0.0004210608,0.00001689384,0.0004851693,0.04297684,0.008837259,0.0002177164,0.8977754,0.04138312,0.00004699694],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3823251,0.004176885,0.2289281,0.02538704,0.0005668617,0.0009989995,0.0007340655,0.0001851751,0.3566978],"genre_scores_gemma":[0.9766107,0.0009538631,0.0188684,0.0004063789,0.0001722388,0.0006713429,0.0002144536,0.00003595759,0.002066781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01336019,"threshold_uncertainty_score":0.05076712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01105412341479662,"score_gpt":0.250109454412261,"score_spread":0.2390553309974644,"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."}}