{"id":"W2562109780","doi":"10.1108/jpcc-06-2016-0018","title":"Building professional capital within a 21st century learning framework","year":2016,"lang":"en","type":"article","venue":"Journal of Professional Capital and Community","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Mindset; Professional development; Originality; Social capital; Variety (cybernetics); Value (mathematics); Public relations; Capital (architecture); Professional learning community; Sociology; Pedagogy; Engineering ethics; Political science; Engineering; Social science; Computer science; Qualitative research","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003322607,0.0001523722,0.0002590233,0.000118376,0.002492772,0.00005382341,0.0003839699,0.0001795033,0.0002705724],"category_scores_gemma":[0.002054942,0.00009157242,0.00011136,0.0001561223,0.0006336906,0.0004914072,0.0001963645,0.002247884,0.0000115899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001380302,"about_ca_system_score_gemma":0.0005055653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001761118,"about_ca_topic_score_gemma":0.0001273167,"domain_scores_codex":[0.9958263,0.002700792,0.0004302396,0.0001015136,0.000637232,0.0003039147],"domain_scores_gemma":[0.9971721,0.001607338,0.0004957644,0.0001168163,0.0003445798,0.0002633613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001674885,0.0009003988,0.05293927,0.0000478794,0.00009983516,0.000007032963,0.803511,8.02023e-7,0.001458642,0.1262062,0.0009683914,0.01369303],"study_design_scores_gemma":[0.0004744486,0.0001943892,0.07413778,0.000914418,0.00001901073,0.0000211499,0.8748261,3.339086e-7,0.00007758089,0.04035023,0.008790186,0.000194407],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.965088,0.001364655,0.000068494,0.03008309,0.002643092,0.00009994533,0.00000315353,0.00002693954,0.0006226278],"genre_scores_gemma":[0.9956544,0.0003356035,0.00118469,0.0003223846,0.0007178009,0.000005989613,7.727511e-7,0.00001184617,0.00176652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08585596,"threshold_uncertainty_score":0.9988058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07898100995828895,"score_gpt":0.3928271911175393,"score_spread":0.3138461811592504,"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."}}