{"id":"W1871524776","doi":"10.3968/5025","title":"The Act of Participating or Not: Institutional, Personal Discourses and Teacher Development","year":2014,"lang":"en","type":"article","venue":"Higher education of social science","topic":"Education and Teacher Training","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Institution; Context (archaeology); Sociology; Public relations; Professional development; Qualitative research; Political science; Pedagogy; Social science; Law; History","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":[],"consensus_categories":[],"category_scores_codex":[0.01560638,0.0002966651,0.0005537167,0.001610857,0.01581464,0.01136947,0.001648943,0.001877118,0.002179828],"category_scores_gemma":[0.03053885,0.000447544,0.0002504546,0.001350838,0.02294767,0.006528741,0.008774484,0.003501723,0.0002351591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005752632,"about_ca_system_score_gemma":0.005929298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01156201,"about_ca_topic_score_gemma":0.01447827,"domain_scores_codex":[0.9805785,0.01531384,0.0005530471,0.0009211194,0.001271668,0.001361782],"domain_scores_gemma":[0.9653247,0.02488068,0.003951784,0.001439604,0.001522144,0.002881069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002285033,0.00003661107,0.009432687,0.00003677529,0.0000041056,0.0002713848,0.9829049,0.00001750322,0.0002380787,0.003440358,0.000214218,0.003380413],"study_design_scores_gemma":[0.000005139789,0.00001783771,0.004469037,0.00005392592,0.000004920903,0.0001621799,0.9854084,0.00004753295,0.0001504416,0.0006897373,0.008980552,0.00001037784],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771672,0.000732294,0.0009544122,0.004619095,0.00005633596,0.00002681498,0.0000139297,0.00001621826,0.0164137],"genre_scores_gemma":[0.9983589,0.0001600415,0.0001700356,0.0001550791,0.000008774541,0.00001188113,0.000005089806,0.000007278667,0.001122899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01581464,"threshold_uncertainty_score":0.08253539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09960970832571558,"score_gpt":0.4191027268724941,"score_spread":0.3194930185467785,"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."}}