{"id":"W2900798288","doi":"10.15353/joci.v14i1.3400","title":"On travails and perspectives: the future of JoCI","year":2018,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Information Systems Theories and Implementation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.005330411,0.00004383175,0.00009650159,0.00004495055,0.001263677,0.00005279155,0.0003956994,0.00002793317,0.00006143119],"category_scores_gemma":[0.0001543615,0.00002164128,0.00003201154,0.0001314441,0.0005645372,0.0004757309,0.00003407376,0.0002839398,0.000005209836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003477741,"about_ca_system_score_gemma":0.00007271521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001510409,"about_ca_topic_score_gemma":0.0001740521,"domain_scores_codex":[0.9985059,0.000642987,0.0004496945,0.000002701048,0.0003173927,0.00008125963],"domain_scores_gemma":[0.9980494,0.000563265,0.0007149731,0.0001586234,0.0004870907,0.00002667993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003146241,0.000008570611,0.00001493623,0.000008804847,0.00001739902,3.23095e-9,0.8835766,0.000003505357,0.000002616443,0.1079011,0.00297021,0.005464789],"study_design_scores_gemma":[0.0001856807,0.0002836762,0.0006928481,0.00002137857,0.00001500957,0.000007589458,0.9582994,0.00001295539,0.00004933924,0.005079368,0.03532793,0.00002482472],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9597076,0.0000701848,0.0008745038,0.002328058,0.0001933681,0.0001198103,0.000004430259,0.00000340924,0.03669863],"genre_scores_gemma":[0.9989525,0.0003029409,0.00005379808,0.0004423474,0.0002053933,2.644871e-7,3.726223e-7,0.000001507844,0.00004088289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1028217,"threshold_uncertainty_score":0.9719312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04012094785187803,"score_gpt":0.3441990170320492,"score_spread":0.3040780691801712,"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."}}