{"id":"W2318054957","doi":"10.1080/08940886.2013.753778","title":"Inquiry for Inspiration: The Students on the Beamlines Program at the Canadian Light Source","year":2013,"lang":"en","type":"article","venue":"Synchrotron Radiation News","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Light Source (Canada)","funders":"Western Economic Diversification Canada","keywords":"CLs upper limits; Mandate; Inclusion (mineral); Resource (disambiguation); Medical education; Psychology; Computer science; Political science; Medicine; Optometry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008200407,0.0006628598,0.0007509009,0.001384694,0.05261862,0.01117817,0.003983942,0.004554512,0.02555666],"category_scores_gemma":[0.009798096,0.0008193428,0.0005211671,0.00167075,0.01351979,0.003381353,0.009692476,0.009966457,0.004535419],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07355026,"about_ca_system_score_gemma":0.1426515,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7971557,"about_ca_topic_score_gemma":0.9456906,"domain_scores_codex":[0.9902096,0.002936483,0.0001005489,0.0006826264,0.002916674,0.003154027],"domain_scores_gemma":[0.9778094,0.001336681,0.0004122757,0.0005179808,0.004839083,0.0150846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005430435,0.0003298282,0.005790856,0.00005923302,0.000005973282,0.0009449748,0.3466192,0.00005828051,0.00108035,0.01297193,0.6027086,0.02937647],"study_design_scores_gemma":[0.0000099103,0.00004294931,0.003961556,0.00009539376,0.000003323653,0.0001740126,0.268125,0.00005142438,0.0002813579,0.001025572,0.7261871,0.00004239059],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2801495,0.003576481,0.003070613,0.4000228,0.004570739,0.001080797,0.002212454,0.0009205991,0.3043959],"genre_scores_gemma":[0.5035075,0.002360559,0.00503961,0.05902499,0.0003659356,0.0005100403,0.000664982,0.0007885913,0.4277378],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9264497,"threshold_uncertainty_score":0.533647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07435547475108913,"score_gpt":0.4029096402433317,"score_spread":0.3285541654922426,"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."}}