{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001769494,0.001321686,0.0007494696,0.001779114,0.00302029,0.007051144,0.001687048,0.002929596,0.8635094],"category_scores_gemma":[0.002796458,0.0007012389,0.0008582114,0.00129939,0.0006165777,0.002113186,0.004250472,0.002566594,0.7329688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003437014,"about_ca_system_score_gemma":0.004739702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02083111,"about_ca_topic_score_gemma":0.05280247,"domain_scores_codex":[0.9986581,0.0001663275,0.00004548686,0.0002414454,0.0006250005,0.0002637019],"domain_scores_gemma":[0.9977193,0.0001334765,0.00008219852,0.0002250871,0.0007825554,0.00105721],"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":[0.00007792395,0.00001577775,0.00003901989,0.00006503957,0.00000320942,0.00002742893,0.00001250311,0.00003445812,0.0001670131,0.00133674,0.9853039,0.01291693],"study_design_scores_gemma":[0.000008042112,0.000007888603,0.0001736413,0.00002129793,7.520487e-7,0.00001208646,0.00002033243,0.00002155416,0.00005854214,0.0001761688,0.9994957,0.00000396116],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005932618,0.002532755,0.0006694872,0.004633948,0.007623668,0.0002169502,0.01186839,0.001687025,0.9701744],"genre_scores_gemma":[0.001557235,0.000438438,0.0002849775,0.0005499577,0.0003433445,0.00009463629,0.003095956,0.0003959386,0.9932395],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8635094,"threshold_uncertainty_score":0.1946872,"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."}}