{"id":"W2160099795","doi":"","title":"321 Transaction Structures and Natural Organizations of Apprenticeship in Authentic Science Laboratories","year":2014,"lang":"en","type":"article","venue":"","topic":"Hermeneutics and Narrative Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Apprenticeship; Database transaction; Conversation; Process (computing); Preference; Pedagogy; Natural (archaeology); Psychology; Mathematics education; Sociology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.005420508,0.0002202619,0.0002107872,0.002035481,0.00440037,0.006941829,0.0008642441,0.0009634358,0.00398289],"category_scores_gemma":[0.01833731,0.0003891939,0.0002204316,0.001127982,0.009493305,0.005881888,0.004986512,0.0008650008,0.0005501172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002029163,"about_ca_system_score_gemma":0.00233615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002161223,"about_ca_topic_score_gemma":0.002460395,"domain_scores_codex":[0.9902395,0.007317272,0.0003108863,0.0006811757,0.0008873481,0.0005637427],"domain_scores_gemma":[0.9848624,0.007761475,0.002782484,0.00191125,0.001229442,0.001452902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002515805,0.000240472,0.1154824,0.0001755567,0.0000396971,0.001097611,0.6097962,0.00135578,0.003695994,0.1949288,0.001282515,0.07165337],"study_design_scores_gemma":[0.00004979992,0.0003147754,0.08866374,0.0002680569,0.00004098672,0.001203384,0.6971932,0.01126614,0.002364212,0.1368449,0.06170352,0.00008733184],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9355137,0.0002901129,0.02604744,0.0009843468,0.00001990853,0.0001101432,0.00006110909,0.00007042768,0.03690284],"genre_scores_gemma":[0.9960876,0.00004446459,0.002674052,0.0000188023,0.000004733251,0.0000432848,0.00002775881,0.00001117641,0.001088243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9955996,"threshold_uncertainty_score":0.02866673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00916665548624816,"score_gpt":0.2268145307233446,"score_spread":0.2176478752370965,"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."}}