{"id":"W4403638200","doi":"10.15353/joci.v20i2.5939","title":"Towards pluriversal community informatics","year":2024,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Informatics; Computer science; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","scholarly_communication","open_science","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.05592705,0.000170964,0.0003427327,0.000623728,0.001425715,0.00161761,0.006129217,0.00006058877,0.0001243512],"category_scores_gemma":[0.003814189,0.00009249725,0.0002059868,0.001362661,0.0003612456,0.00194842,0.002243942,0.002620064,0.0004568039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001017826,"about_ca_system_score_gemma":0.0002419818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001508323,"about_ca_topic_score_gemma":0.00003557151,"domain_scores_codex":[0.9930657,0.002017798,0.002379285,0.0000117,0.002252266,0.0002732459],"domain_scores_gemma":[0.9895514,0.006374797,0.0009808261,0.002227126,0.0007218698,0.0001439955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000335499,0.00009519193,0.00004213677,0.0001001326,0.0001075412,0.000001001875,0.5838229,0.004886604,0.000003720066,0.002006499,0.2396133,0.1692874],"study_design_scores_gemma":[0.0003010344,0.0002615263,0.0009665152,0.0001736438,0.0000941639,0.000236716,0.6805297,0.03472888,0.00004949909,0.02365319,0.2588539,0.0001512458],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8626494,0.0001155279,0.1006041,0.001358524,0.001987946,0.000119987,0.00003366763,0.00006333469,0.03306742],"genre_scores_gemma":[0.9967167,0.00006074461,0.001844194,0.0009055084,0.00007415377,3.24135e-7,0.000007756836,0.000006930648,0.0003837013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1691362,"threshold_uncertainty_score":0.9998743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1611889939395386,"score_gpt":0.3910184837803005,"score_spread":0.2298294898407619,"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."}}