{"id":"W2042129173","doi":"10.1118/1.3176027","title":"Physics for the Life Sciences","year":2009,"lang":"en","type":"book","venue":"Medical Physics","topic":"Experimental and Theoretical Physics Studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001040086,0.001342277,0.0009989967,0.001528407,0.001811357,0.004562728,0.001108535,0.002124769,0.0668522],"category_scores_gemma":[0.001934985,0.0005746355,0.0006813857,0.001540078,0.002824028,0.004696248,0.002704197,0.005172513,0.05026848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003843524,"about_ca_system_score_gemma":0.005943565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004386487,"about_ca_topic_score_gemma":0.01238483,"domain_scores_codex":[0.9988816,0.0001363595,0.00002626871,0.0001579544,0.0007101782,0.00008752138],"domain_scores_gemma":[0.9990498,0.0002721706,0.00005794233,0.0001478461,0.0002812339,0.0001909468],"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":[0.00000774668,0.00001626211,0.00005201562,0.0005044754,0.0000159146,0.00002786544,0.0001553249,0.0001704736,0.0005906913,0.1031767,0.8033124,0.09197019],"study_design_scores_gemma":[0.000001428795,0.000003398661,0.00005338206,0.0001541468,0.000002078242,0.00004509347,0.00001476225,0.00002624468,0.00004128375,0.01658077,0.983074,0.000003387879],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0003618777,0.4695283,0.009281246,0.03160579,0.02888054,0.00007793561,0.0005029044,0.0008951421,0.4588663],"genre_scores_gemma":[0.005560318,0.2598099,0.006431857,0.01204825,0.01209145,0.0001007556,0.0004675203,0.000489901,0.7030001],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0668522,"threshold_uncertainty_score":0.2236429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02007447657695495,"score_gpt":0.2883724664472337,"score_spread":0.2682979898702788,"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."}}