{"id":"W2114061603","doi":"10.1080/158037042000225236","title":"Learning in portfolio work: anchored innovation and mobile identity","year":2004,"lang":"en","type":"article","venue":"Studies in Continuing Education","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Portfolio; Work (physics); Knowledge management; Narrative; Function (biology); Sociology; Business; Engineering; Computer 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":[0.002255677,0.00007908522,0.0001336435,0.0004423084,0.0002456207,0.00008718359,0.00007674217,0.00005700374,0.00002487301],"category_scores_gemma":[0.004141273,0.00008957617,0.000009754008,0.002348372,0.0002131502,0.0008174868,0.00003207352,0.0003016357,0.000006897954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003605611,"about_ca_system_score_gemma":0.0002828345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001074932,"about_ca_topic_score_gemma":0.001357738,"domain_scores_codex":[0.9989133,0.0002109072,0.0002978701,0.0002075867,0.0001737112,0.0001966506],"domain_scores_gemma":[0.9991468,0.0001716733,0.0002307975,0.00006687662,0.0003662524,0.00001765183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001206069,0.0001467174,0.3668751,0.0000218272,0.000008995209,8.94753e-7,0.4370962,0.0001178918,0.00005443187,0.05010777,0.000346649,0.1452114],"study_design_scores_gemma":[0.0003794967,0.00003305465,0.3279495,0.0004168776,0.000005663313,6.357016e-7,0.6082308,0.000001041475,0.00002934242,0.007097281,0.05568291,0.0001734485],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881257,0.001186548,0.00003085408,0.001695714,0.001309112,0.0002657992,8.217309e-8,0.00004108644,0.007345113],"genre_scores_gemma":[0.9962195,0.0005786893,0.000560345,0.000117392,0.0002484544,0.0001189218,0.000004782415,0.000006834582,0.002145042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1711345,"threshold_uncertainty_score":0.4957789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0686803179995459,"score_gpt":0.4542901058250788,"score_spread":0.3856097878255329,"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."}}