{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001759757,0.00005098969,0.00007457934,0.00004237795,0.001849309,0.0000662561,0.000206984,0.00002938829,0.0002411677],"category_scores_gemma":[0.0004355258,0.00003618199,0.00001756794,0.0003651176,0.002239699,0.0002230683,0.00002624691,0.0000605275,0.000002542712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000890183,"about_ca_system_score_gemma":0.002948178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002387449,"about_ca_topic_score_gemma":0.0000574185,"domain_scores_codex":[0.9989349,0.00009766273,0.000183234,0.0001314623,0.0004707737,0.0001819517],"domain_scores_gemma":[0.9993637,0.0001642979,0.0001627117,0.00005103453,0.000179973,0.00007834717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000009185094,0.000143293,0.01901911,0.000009738939,0.000005361959,9.480307e-9,0.2074269,2.784529e-7,0.0004818541,0.6988239,0.000288279,0.07379207],"study_design_scores_gemma":[0.00006351378,0.00001029319,0.7494997,0.00002039353,0.000005687937,1.123726e-7,0.03123364,0.00000591463,0.0002900529,0.00028224,0.2185234,0.00006507436],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9031454,0.00004716481,0.00002303044,0.003818223,0.0005887376,0.00008633346,4.655132e-7,0.00001272693,0.09227791],"genre_scores_gemma":[0.9925575,0.000005964686,0.0006584045,0.0001281013,0.0002579572,0.00002770199,6.269912e-7,0.000002485434,0.006361234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7304806,"threshold_uncertainty_score":0.9994501,"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."}}