{"id":"W4390104913","doi":"10.33524/cjar.v22i3.641","title":"CARN – D.A.CH. Conference 2023","year":2022,"lang":"en","type":"article","venue":"The Canadian Journal of Action Research","topic":"Sociology and Education Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"German; Action research; Action (physics); Library science; Sociology; Media studies; Pedagogy; Computer science; Archaeology; History; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006282321,0.00002480914,0.00005948514,0.0002000657,0.006941197,0.00006406875,0.0003583367,0.00002819873,0.005076856],"category_scores_gemma":[0.0007764547,0.00001973363,0.00003340295,0.0004349259,0.0008084918,0.00007390072,0.00002024225,0.0007975507,0.0000558475],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006422875,"about_ca_system_score_gemma":0.006654271,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1758348,"about_ca_topic_score_gemma":0.3570161,"domain_scores_codex":[0.9976996,0.001414429,0.0001014375,0.00004639339,0.0004633918,0.0002747463],"domain_scores_gemma":[0.9986246,0.0004237832,0.00006281176,0.00007007824,0.0006064957,0.0002122972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002925038,0.00001522346,0.01702846,0.00000215377,0.00006896785,0.00002401696,0.1412248,0.00006697367,0.00003786572,0.04717907,0.7890875,0.005235751],"study_design_scores_gemma":[0.00005074235,0.00004183948,0.01260308,0.000001674499,0.00000305399,0.0000112206,0.2450653,0.00000115925,0.000006768494,0.006649644,0.7355425,0.00002301579],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7128211,0.0009254321,0.000005816009,0.1869711,0.002987809,0.0001427002,0.000008053235,0.000004830365,0.09613322],"genre_scores_gemma":[0.984029,0.0001089343,0.000004814468,0.0001996795,0.0004216209,0.000009000158,3.69872e-7,0.000002198379,0.01522439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2712079,"threshold_uncertainty_score":0.9989771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5702850405182989,"score_gpt":0.546561243687261,"score_spread":0.02372379683103787,"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."}}