{"id":"W3018447381","doi":"10.25656/01:19245","title":"Praxisbezogene Lerngelegenheiten am Beispiel lernwirksamer Unterrichtskommunikation. „Bewegungen“ in der Aus-, Fort- und Weiterbildung von Lehrpersonen","year":2020,"lang":"de","type":"article","venue":"Pedocs (German Institute for International Educational Research)","topic":"Sociology and Education Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Art","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002246008,0.0009660118,0.0007069289,0.001861303,0.001874865,0.008270276,0.000972065,0.002179996,0.03532712],"category_scores_gemma":[0.004461879,0.000556166,0.0006170574,0.003412046,0.003041231,0.01021397,0.007416601,0.005328608,0.01321158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003114332,"about_ca_system_score_gemma":0.005330928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005498464,"about_ca_topic_score_gemma":0.008489669,"domain_scores_codex":[0.9974499,0.001192193,0.0001852481,0.0002683442,0.00046308,0.0004411039],"domain_scores_gemma":[0.9987,0.0006022985,0.0001930204,0.00007987252,0.0001658756,0.0002589739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001103384,0.0002283252,0.003690301,0.002590106,0.00004299277,0.001091632,0.02788643,0.0004180323,0.001109956,0.04339353,0.216236,0.7032023],"study_design_scores_gemma":[0.00002309974,0.00006265354,0.007434412,0.002733686,0.00002277471,0.002363141,0.01743414,0.0001637005,0.0007434908,0.02058295,0.94839,0.00004597267],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02532771,0.7390773,0.007012587,0.05461297,0.003973712,0.0001579185,0.001092509,0.0004470882,0.1682983],"genre_scores_gemma":[0.2337109,0.6075573,0.01136089,0.005550362,0.001494881,0.000667944,0.00174417,0.0003701365,0.1375434],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03532712,"threshold_uncertainty_score":0.1181809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2245061118287794,"score_gpt":0.5023674900138762,"score_spread":0.2778613781850968,"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."}}