{"id":"W2081863958","doi":"10.1118/1.4736172","title":"WE-E-218-01: Writing and Reviewing Papers in Medical Physics","year":2012,"lang":"en","type":"article","venue":"Medical Physics","topic":"Academic Writing and Publishing","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Disk formatting; Process (computing); Constructive; Medical physicist; Computer science; Engineering ethics; Physics; Engineering; Medical physics","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","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.06552374,0.002646631,0.001698946,0.004398895,0.005294052,0.01858525,0.005304828,0.009399784,0.2397771],"category_scores_gemma":[0.1364024,0.001722976,0.001834081,0.003786675,0.00431393,0.01177114,0.01018236,0.008827306,0.4013399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003536846,"about_ca_system_score_gemma":0.01543232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009397048,"about_ca_topic_score_gemma":0.002096202,"domain_scores_codex":[0.9456134,0.02456139,0.005128801,0.003674979,0.01810591,0.002915402],"domain_scores_gemma":[0.8362454,0.03728378,0.01078961,0.01606766,0.05626369,0.0433498],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009442667,0.00006651817,0.0001427514,0.0004899048,0.00001504646,0.0001452246,0.0006537234,0.00008096846,0.001379305,0.003232515,0.91593,0.07776964],"study_design_scores_gemma":[0.00001922403,0.00004660301,0.0003605541,0.0003408214,0.000004921195,0.0003251703,0.0003366159,0.0001110423,0.0007253321,0.002755607,0.9949403,0.00003380954],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.003888545,0.01686381,0.1841343,0.1447661,0.2515268,0.006781158,0.0025963,0.0278452,0.3615977],"genre_scores_gemma":[0.02040749,0.01574316,0.1153181,0.03333053,0.06077886,0.004033018,0.003352123,0.01645943,0.7305773],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9814147,"threshold_uncertainty_score":0.8021344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04713529460907889,"score_gpt":0.2763390336719594,"score_spread":0.2292037390628806,"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."}}