{"id":"W3037970806","doi":"10.1007/s10734-020-00557-8","title":"What perspectives underlie ‘researcher identity’? A review of two decades of empirical studies","year":2020,"lang":"en","type":"review","venue":"Higher Education","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":97,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Erasmus+; Directorate-General for Education and Culture; European Cooperation in Science and Technology; European Commission","keywords":"Identity (music); Social identity approach; Framing (construction); Identity formation; Social psychology; Psychology; Epistemology; Empirical research; Sociology; Social identity theory; Self-concept; Social group; Aesthetics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.08506553,0.001301371,0.00477362,0.03555596,0.002292968,0.01005644,0.002856046,0.004316481,0.00357084],"category_scores_gemma":[0.1922471,0.002336,0.003645254,0.03490864,0.007162629,0.01485747,0.004377669,0.004309299,0.0006653918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01057424,"about_ca_system_score_gemma":0.02077478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00724919,"about_ca_topic_score_gemma":0.01160382,"domain_scores_codex":[0.9173514,0.0437516,0.01918527,0.005370038,0.0131206,0.001221069],"domain_scores_gemma":[0.6036998,0.3452546,0.02046434,0.00475833,0.02443232,0.001390591],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003140118,0.00009653863,0.005915,0.517812,0.002498231,0.0004331982,0.02089297,0.0002701285,0.0005611944,0.02366429,0.008393875,0.4191486],"study_design_scores_gemma":[0.00004889163,0.0001472292,0.01132761,0.8310786,0.003478401,0.0008418944,0.01761278,0.0001737458,0.0003871006,0.005920462,0.1288856,0.00009773091],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001089043,0.9960607,0.000407544,0.001601023,0.0002264235,0.00003490391,0.00004433002,0.000004259423,0.0005317896],"genre_scores_gemma":[0.02397954,0.9721655,0.001427998,0.00175367,0.0002180792,0.0002200201,0.0001003648,0.00002010482,0.0001146551],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9149345,"threshold_uncertainty_score":0.4498749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5510525925369606,"score_gpt":0.673202082727519,"score_spread":0.1221494901905584,"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."}}