{"id":"W1860909307","doi":"10.15353/joci.v11i3.2695","title":"Introduction: Research Methods for Community Informatics","year":2015,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Informatics; Computer science; Data science; Sociology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01826937,0.001284353,0.001259055,0.004951523,0.002924394,0.006651971,0.003456559,0.004574978,0.02803024],"category_scores_gemma":[0.04394343,0.0007856618,0.001620396,0.005831542,0.006128247,0.01258573,0.004935053,0.005685546,0.01121558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002616797,"about_ca_system_score_gemma":0.003744435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001902893,"about_ca_topic_score_gemma":0.001891236,"domain_scores_codex":[0.9839039,0.01056951,0.001211793,0.001601527,0.002429892,0.0002832812],"domain_scores_gemma":[0.9308563,0.05782093,0.001181685,0.003743604,0.005611043,0.0007864292],"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":[0.00002784168,0.00008102942,0.0005098149,0.002650246,0.00004191046,0.0000653653,0.001755034,0.0003884429,0.0003153376,0.7056361,0.1221135,0.1664154],"study_design_scores_gemma":[0.00002743805,0.00003183492,0.0005095918,0.001805871,0.00003031287,0.0001828546,0.0006474804,0.00150999,0.0003719728,0.5612869,0.4335517,0.00004398613],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001234359,0.03885024,0.8323967,0.0486453,0.009566414,0.0009587402,0.001762563,0.001093407,0.06549227],"genre_scores_gemma":[0.03312572,0.03203356,0.830549,0.02302375,0.0172727,0.005982479,0.001683757,0.0009995432,0.05532954],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02803024,"threshold_uncertainty_score":0.09661883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2913693807624462,"score_gpt":0.4635917392640099,"score_spread":0.1722223585015636,"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."}}