{"id":"W4403638248","doi":"10.15353/joci.v20i1.5601","title":"Barriers to Meaningful Connectivity","year":2024,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Cognitive Science and Mapping","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005242335,0.00007225879,0.0001178532,0.0001824882,0.0004616253,0.0003161589,0.001822166,0.0000191838,0.00001131267],"category_scores_gemma":[0.0008522503,0.00004425394,0.00006229878,0.0006332729,0.00006589798,0.001512699,0.0005102707,0.0006958529,0.00005023352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004796878,"about_ca_system_score_gemma":0.0002529989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001573262,"about_ca_topic_score_gemma":0.00001100704,"domain_scores_codex":[0.9988559,0.0003018496,0.0003447281,0.000008558517,0.0003336882,0.0001552357],"domain_scores_gemma":[0.9981083,0.0009803725,0.0001248241,0.0003771573,0.0002331064,0.0001761977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001223855,0.00001877005,0.00005392051,0.00006960996,0.00006824879,0.000003146549,0.8189822,0.001120274,0.0004674135,0.02235114,0.009345579,0.1475075],"study_design_scores_gemma":[0.0008211003,0.002432607,0.003122306,0.00146945,0.000153035,0.002705,0.588369,0.1238409,0.008318235,0.08817276,0.1797469,0.0008487657],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4458965,0.00004118902,0.5454867,0.002630238,0.0003822012,0.00005126043,8.515971e-7,0.0000320455,0.005478919],"genre_scores_gemma":[0.995307,0.00002073891,0.002152915,0.002460758,0.00003165454,3.842076e-7,6.906379e-8,0.000002178953,0.000024253],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5494105,"threshold_uncertainty_score":0.3550496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03327036946103113,"score_gpt":0.2906353377279648,"score_spread":0.2573649682669337,"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."}}