{"id":"W3202087960","doi":"10.25656/01:23369","title":"Paradoxien professionellen Handelns","year":2021,"lang":"de","type":"article","venue":"Pedocs (German Institute for International Educational Research)","topic":"Sociology and Education Studies","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business","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":["metaresearch","metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002501172,0.0002759349,0.0003361329,0.0004031691,0.003807193,0.000345573,0.001060617,0.0003548199,0.007342895],"category_scores_gemma":[0.01402351,0.000296708,0.0002620088,0.0007793357,0.00228038,0.000737444,0.0004006097,0.0007996997,0.003846217],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009257131,"about_ca_system_score_gemma":0.008387958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007632611,"about_ca_topic_score_gemma":0.0003948538,"domain_scores_codex":[0.9952641,0.0005967604,0.0006872064,0.0008478432,0.001667233,0.0009368403],"domain_scores_gemma":[0.9890323,0.003098215,0.0002451086,0.0004048647,0.00684042,0.0003790914],"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":[0.00008449284,0.0008488632,0.002358419,0.00005802705,0.0004750469,0.000004268168,0.02265149,0.00002531713,0.00003289524,0.3997407,0.5726587,0.001061833],"study_design_scores_gemma":[0.0005592987,0.00003815212,0.00904784,0.0001470876,0.00005392785,0.000005421743,0.01196452,0.00005645892,0.0001013826,0.06897339,0.9087592,0.0002932633],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1413412,0.01571813,0.0004162858,0.5529292,0.1258645,0.001997571,0.001377315,0.00009458341,0.1602613],"genre_scores_gemma":[0.5753591,0.009771666,0.002297449,0.001895988,0.02945569,0.001408406,0.00486279,0.00006737909,0.3748816],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5510331,"threshold_uncertainty_score":0.9999485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2561588468649398,"score_gpt":0.5478487696826153,"score_spread":0.2916899228176755,"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."}}