{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006156495,0.0003817143,0.0004242087,0.001147518,0.005375986,0.006283298,0.002065631,0.001947708,0.03075378],"category_scores_gemma":[0.0370563,0.0003846701,0.0006003501,0.001191866,0.005902504,0.004408273,0.01058218,0.003574892,0.002132212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004463169,"about_ca_system_score_gemma":0.01040669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02624091,"about_ca_topic_score_gemma":0.0292503,"domain_scores_codex":[0.9872993,0.005278159,0.0009500445,0.0009157163,0.002845887,0.002710998],"domain_scores_gemma":[0.9777147,0.01087527,0.001962131,0.001581175,0.003766518,0.004100239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001141094,0.0004121518,0.05626294,0.001964385,0.0001337114,0.004052366,0.2367649,0.001472639,0.002249375,0.4344492,0.07313567,0.1889886],"study_design_scores_gemma":[0.00003584592,0.0001622232,0.03012042,0.003266857,0.00006992763,0.002825175,0.265515,0.001207399,0.0004549125,0.08064245,0.6156009,0.00009895648],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3883711,0.003152833,0.02203475,0.07120682,0.001084117,0.001093335,0.001127991,0.0003267785,0.5116022],"genre_scores_gemma":[0.9767017,0.001268291,0.003738865,0.003194937,0.00009160119,0.0003596382,0.0002598682,0.00007472251,0.01431028],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03075378,"threshold_uncertainty_score":0.1028817,"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."}}