{"id":"W2032092368","doi":"10.1119/1.2336138","title":"Probeware Modification of a Spectrometer","year":2006,"lang":"en","type":"article","venue":"The Physics Teacher","topic":"Mechanical and Optical Resonators","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Crop Industry Development Fund","funders":"","keywords":"Vernier scale; Reading (process); Decimal; Notation; Spectrometer; Physics; Spectral line; Optics; Task (project management); Motion (physics); Computer graphics (images); Computer science; Theoretical physics; Mathematics; Arithmetic; Engineering; Classical mechanics; Philosophy","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":[0.00007150322,0.00006846408,0.00009142702,0.000006176113,0.00003492095,0.000009463272,0.0001324146,0.00001354199,0.000302902],"category_scores_gemma":[0.000002092113,0.00004136218,0.00007954919,0.00009789864,0.00003965487,0.00003198129,0.0000284757,0.0001009659,0.00005518374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006208613,"about_ca_system_score_gemma":0.000009291923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001407764,"about_ca_topic_score_gemma":4.464789e-7,"domain_scores_codex":[0.9995277,0.00002508239,0.0001166372,0.00009603678,0.0001156579,0.0001189138],"domain_scores_gemma":[0.9996631,0.00003146193,0.00005494299,0.0002050861,0.00002561409,0.0000197891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005639988,0.0002521138,0.001384989,0.000003683942,0.00001924718,4.095829e-8,0.00006343898,0.00002992232,0.009031235,0.9721913,0.0004105288,0.01660787],"study_design_scores_gemma":[0.0001978526,0.00002868584,0.003192695,0.00000768507,0.00003556152,5.978557e-8,0.00005130616,0.003119065,0.04707364,0.9446218,0.001555878,0.0001157584],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8497052,0.00002127757,0.07107208,0.0004183718,0.00003381598,0.000209587,0.00001150154,0.00002622157,0.07850198],"genre_scores_gemma":[0.9976617,1.339972e-7,0.0004296127,0.00001086475,0.0003193961,0.00001628384,0.00001063321,0.000008605643,0.001542767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1479565,"threshold_uncertainty_score":0.3316565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01637256186757447,"score_gpt":0.2452588426764321,"score_spread":0.2288862808088576,"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."}}