{"id":"W4399201816","doi":"10.47061/jasc.v4i1.8121","title":"Writing from a Relational Systems Thinking Standpoint","year":2024,"lang":"en","type":"article","venue":"Journal of Awareness-Based Systems Change","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Algoma University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0128557,0.0003725322,0.00120349,0.001659591,0.0004258003,0.003455148,0.001127079,0.0002372655,0.0002171565],"category_scores_gemma":[0.001298486,0.0002527043,0.0006199224,0.001485938,0.0000605063,0.001359351,0.0001388174,0.0005714917,0.0001591401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003992036,"about_ca_system_score_gemma":0.0006416775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001158507,"about_ca_topic_score_gemma":0.00005188276,"domain_scores_codex":[0.9884384,0.0009557518,0.003767167,0.0006627447,0.005732957,0.0004429422],"domain_scores_gemma":[0.9879878,0.007225657,0.001959013,0.0007428497,0.001774514,0.0003101932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002108284,0.0007933282,0.2408038,0.002517141,0.002043267,0.01626076,0.04204854,0.2096641,0.007935352,0.2741813,0.1504756,0.05116853],"study_design_scores_gemma":[0.002062481,0.0004849805,0.01651302,0.01830381,0.0001666358,0.00168184,0.009060171,0.7130455,0.00009514688,0.02044862,0.2170856,0.001052162],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2444491,0.08955929,0.6411436,0.0008730032,0.02205335,0.0007247364,0.0002887702,0.0001747829,0.000733386],"genre_scores_gemma":[0.9934637,0.00001201858,0.000658368,0.0001259794,0.005259526,0.00003148569,0.000006657955,0.00005414305,0.0003881431],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7490146,"threshold_uncertainty_score":0.9999925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3434204231349761,"score_gpt":0.4275498456307963,"score_spread":0.08412942249582028,"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."}}