{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002325162,0.0004933002,0.0005564575,0.0008179614,0.00206139,0.0003978669,0.001880259,0.0004712981,0.002158225],"category_scores_gemma":[0.006703784,0.000549458,0.0003457541,0.001298335,0.00202,0.001471547,0.0005081497,0.001228376,0.001899122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001432182,"about_ca_system_score_gemma":0.003320646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005618073,"about_ca_topic_score_gemma":0.002033064,"domain_scores_codex":[0.9940592,0.0005750957,0.001161185,0.001120939,0.001850419,0.001233176],"domain_scores_gemma":[0.9936126,0.002112073,0.0004551804,0.0004243033,0.002800572,0.0005952474],"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":[0.000739356,0.002035917,0.07342125,0.0002876251,0.002970406,0.00001307822,0.1711447,0.001118675,0.0002014789,0.2026372,0.5411049,0.004325396],"study_design_scores_gemma":[0.001149434,0.0001741513,0.05245161,0.0001636277,0.0001437321,0.000002527545,0.009688035,0.001101029,0.00005653218,0.005249178,0.9292313,0.0005888313],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5278404,0.02277331,0.0005640648,0.3922182,0.02300262,0.003365736,0.00125119,0.0001167451,0.0288677],"genre_scores_gemma":[0.9556088,0.004040271,0.001464683,0.003623124,0.01352988,0.00112672,0.003056438,0.00009639727,0.01745369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4277684,"threshold_uncertainty_score":0.9996957,"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."}}