{"id":"W7115029693","doi":"","title":"Social Development Theory","year":2025,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Environmental, Ecological, and Cultural Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Parallels; Process (computing); Social theory; Creativity; Development theory; Social change; Key (lock); Sustainable development","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001892211,0.0001999386,0.00048115,0.000163462,0.002489191,0.0007117282,0.001909504,0.0001275727,0.01430507],"category_scores_gemma":[0.0002864925,0.0001597483,0.0001479259,0.0006174598,0.0005717369,0.0008745611,0.0009600483,0.0002392421,0.00004696609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003076476,"about_ca_system_score_gemma":0.0001693376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004751204,"about_ca_topic_score_gemma":0.0006949978,"domain_scores_codex":[0.9977221,0.0004767381,0.000522526,0.0003097079,0.0005609376,0.0004080041],"domain_scores_gemma":[0.999013,0.0003101441,0.0003445489,0.0001210895,0.00009112192,0.0001201061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001587073,0.0005802655,0.6499568,0.00005087935,0.0006104864,0.00001765331,0.01398669,0.000008874626,0.006871091,0.02144987,0.2077987,0.09850997],"study_design_scores_gemma":[0.0001982082,0.00000256373,0.7107273,0.00006210186,0.00003800377,2.201432e-7,0.005300934,1.941964e-7,0.002160797,0.02761571,0.2536771,0.0002168964],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7624126,0.01215412,0.00006874414,0.001299666,0.0005732842,0.000472853,0.000005945515,0.00005304478,0.2229597],"genre_scores_gemma":[0.9783173,0.009796888,0.0001245373,0.0008978237,0.0001775575,0.00006035171,0.000003270823,0.00001039491,0.01061187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2159047,"threshold_uncertainty_score":0.9988095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2586096561182768,"score_gpt":0.5545119354924298,"score_spread":0.295902279374153,"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."}}