{"id":"W1525221529","doi":"10.15353/joci.v10i1.2670","title":"Research Methods: Information, systems and contexts","year":2013,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intersection (aeronautics); Resource (disambiguation); Information system; Knowledge management; Computer science; Management science; Sociology; Engineering ethics; Data science; Political science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1240104,0.00163473,0.002356675,0.007140744,0.00339071,0.02191045,0.003099003,0.006573463,0.01363822],"category_scores_gemma":[0.1819883,0.001481932,0.0008831734,0.01109674,0.02354203,0.02214223,0.01156644,0.01093091,0.007189787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007124308,"about_ca_system_score_gemma":0.01713772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002028079,"about_ca_topic_score_gemma":0.001763001,"domain_scores_codex":[0.8018223,0.1623143,0.01215588,0.006026944,0.01671865,0.0009619696],"domain_scores_gemma":[0.8040316,0.1445536,0.006912054,0.02807634,0.01363843,0.002787975],"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":[0.00006214868,0.00009802168,0.0006257019,0.007162458,0.0001056242,0.0001154701,0.01287487,0.000325175,0.0007374124,0.7385396,0.05593543,0.1834181],"study_design_scores_gemma":[0.00007646121,0.00009451049,0.0009182926,0.01016412,0.00007810211,0.0004584073,0.005415353,0.0007463679,0.0004877594,0.4097499,0.5717415,0.00006927062],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003478085,0.1015583,0.6263474,0.1158537,0.01254757,0.007543686,0.001406685,0.001094269,0.1301702],"genre_scores_gemma":[0.08807476,0.05977982,0.7572836,0.02823818,0.008238061,0.02933646,0.0007476586,0.001001291,0.02730021],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1240104,"threshold_uncertainty_score":0.6558378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1038134589289885,"score_gpt":0.4394386093599245,"score_spread":0.335625150430936,"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."}}