{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008431137,0.00007498774,0.00009831824,0.00002778881,0.000168386,0.0002552075,0.0000819699,0.00003927849,0.0001315322],"category_scores_gemma":[0.000004057598,0.00006348324,0.00004132024,0.00010732,0.000086575,0.0005191803,0.000005140648,0.00006674571,0.0002684555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003529078,"about_ca_system_score_gemma":0.00006733145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004995057,"about_ca_topic_score_gemma":0.000004613601,"domain_scores_codex":[0.9994953,0.00004538776,0.0001519625,0.00008135184,0.00008331202,0.0001426596],"domain_scores_gemma":[0.9995966,0.00004299423,0.00006936446,0.000107898,0.0001388288,0.00004434444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003384065,0.0000577736,0.01481187,0.000005928891,0.00005065853,3.630987e-7,0.01915911,0.00001065433,0.00008650229,0.9524776,0.00216367,0.011142],"study_design_scores_gemma":[0.005266483,0.008301594,0.2601554,0.0002378208,0.0001149287,0.00001012205,0.104937,0.049993,0.0002874998,0.1974154,0.3704776,0.002803246],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9140189,0.000007553709,0.02536737,0.00008353259,0.0006509324,0.0002673569,0.00009011848,0.0000523711,0.05946186],"genre_scores_gemma":[0.9982505,9.876259e-8,0.00007575085,0.00007150543,0.0002843708,0.00001399331,0.00001966554,0.000003566334,0.001280586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7550623,"threshold_uncertainty_score":0.3450541,"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."}}