{"id":"W3156324610","doi":"10.1007/s43545-021-00096-8","title":"Planned organizational change in a professional learning community: implementation and experimentation of a practice-driven decision-making process using local multisource data","year":2021,"lang":"en","type":"article","venue":"SN Social Sciences","topic":"Educational Assessment and Improvement","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Accountability; Data collection; Process (computing); Process management; Organizational analysis; Government (linguistics); Knowledge management; Political science; Public relations; Sociology; Computer science; Business; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003061578,0.00009141416,0.000164756,0.0001922095,0.0009979013,0.0002099651,0.0004981906,0.00004501911,0.0002454921],"category_scores_gemma":[0.00212021,0.0000787505,0.00001640507,0.001558799,0.0002572965,0.001763372,0.0004850923,0.0001677172,0.000003525429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008024558,"about_ca_system_score_gemma":0.0006608651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002569392,"about_ca_topic_score_gemma":0.001042549,"domain_scores_codex":[0.996795,0.000684723,0.0005059292,0.0003580725,0.001477757,0.0001785142],"domain_scores_gemma":[0.9968783,0.001979126,0.0004688977,0.0001308234,0.0005110921,0.00003173235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007463162,0.000577247,0.7027032,0.00002079513,0.00002117312,0.000004490916,0.1102131,0.0005692705,0.004121643,0.003212673,0.0002195153,0.1782623],"study_design_scores_gemma":[0.0007353466,0.0001488834,0.1614702,0.0001422616,0.00001836093,0.00001142883,0.7935106,0.03095018,0.001227402,0.01119385,0.0003820868,0.0002093732],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944049,0.0000800002,0.003264359,0.001470335,0.0002654839,0.0002423164,0.00003081213,0.000008061955,0.0002337476],"genre_scores_gemma":[0.9912992,0.000004421886,0.008229534,0.0002639942,0.00009365805,0.00001583561,0.00007857117,0.000005193023,0.000009556719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6832975,"threshold_uncertainty_score":0.7675151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3371727933190919,"score_gpt":0.6030076028811273,"score_spread":0.2658348095620354,"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."}}