{"id":"W3017343503","doi":"10.15353/joci.v6i3.2542","title":"e-Research Infrastructure and Community Research","year":2011,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Public health and occupational medicine","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Empowerment; Public relations; Stakeholder; Participatory action research; Knowledge management; Citizen journalism; Corporate governance; Business; Order (exchange); Sociology; Political science; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1128753,0.00005654587,0.000151874,0.0003305251,0.00771036,0.00005777049,0.00145792,0.00009560359,0.0001042019],"category_scores_gemma":[0.00882119,0.00003483308,0.00002148683,0.0006882725,0.00193656,0.0005661802,0.0003418692,0.008948364,0.0000108714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001277318,"about_ca_system_score_gemma":0.0009451192,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008087104,"about_ca_topic_score_gemma":0.001039425,"domain_scores_codex":[0.9770647,0.02066178,0.0005421321,0.000005126721,0.001334872,0.0003914201],"domain_scores_gemma":[0.9883252,0.0087802,0.0002349332,0.0003758057,0.001972756,0.0003110735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006428923,0.0000693739,0.001307437,0.00004498804,0.00001195293,1.618532e-7,0.9717159,0.000001450932,0.000001852887,0.006560656,0.009004495,0.01121739],"study_design_scores_gemma":[0.0002415803,0.0004366058,0.05618107,0.00005788818,0.000005895166,0.00002399407,0.8640048,0.00001205189,0.000009554639,0.03060521,0.04838736,0.00003398675],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8976718,0.00009079764,0.000101031,0.002312786,0.0001053054,0.0001326209,0.000002320054,0.000006282138,0.09957701],"genre_scores_gemma":[0.9982052,0.0006857863,0.0003231772,0.0005985161,0.000126914,9.515101e-7,0.000001113477,0.000003375716,0.00005500392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1077111,"threshold_uncertainty_score":0.9995279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3269118296052733,"score_gpt":0.5034865797348177,"score_spread":0.1765747501295444,"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."}}