{"id":"W4405707010","doi":"10.1521/jsyt.2024.43.2.12","title":"Introduction to the Special Section: Building Community Through Challenging Sociopolitical Discourse","year":2024,"lang":"en","type":"article","venue":"Journal of Systemic Therapies","topic":"Community Health and Development","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Section (typography); Sociology; Special section; Gender studies; Epistemology; Computer science; Philosophy; Engineering; Engineering physics","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":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004268034,0.0001350225,0.0003052657,0.000142833,0.002149628,0.00004724439,0.0003217916,0.0001133624,0.0002833151],"category_scores_gemma":[0.0002159642,0.00008252466,0.0001115096,0.0002435068,0.00006436865,0.0003001633,0.0001152579,0.002593009,0.00009802188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007618176,"about_ca_system_score_gemma":0.0005286441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002025605,"about_ca_topic_score_gemma":0.000097265,"domain_scores_codex":[0.9965062,0.001849547,0.0008384898,0.00008831371,0.000339591,0.0003778632],"domain_scores_gemma":[0.9980013,0.001117548,0.0002118292,0.000305068,0.0002380216,0.0001262431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001754203,0.00006909161,0.0004179481,0.001351654,0.0002429941,0.00001290705,0.7578381,0.00008592123,0.0007470154,0.065837,0.1674986,0.005723319],"study_design_scores_gemma":[0.000267797,0.0001358517,0.0009011469,0.002347974,0.00002931575,0.0003428836,0.5295315,0.00001130358,0.00001105578,0.003037803,0.4632773,0.0001060999],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8183796,0.00532922,0.005931003,0.1440168,0.02480111,0.000528198,0.000006352324,0.00007097405,0.0009367142],"genre_scores_gemma":[0.9275694,0.0008857585,0.0003803922,0.001024819,0.06959918,0.00002255213,0.000001040217,0.00002122639,0.0004955977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2957786,"threshold_uncertainty_score":0.9997081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07726089979541448,"score_gpt":0.4424985647069455,"score_spread":0.3652376649115311,"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."}}