{"id":"W19233800","doi":"10.1017/cbo9781139017480","title":"A Life Scientist's Guide to Physical Chemistry","year":2012,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Various Chemistry Research Topics","field":"Chemistry","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Relevance (law); Physical science; Key (lock); Engineering ethics; Computer science; Mathematics education; Management science; Engineering; Psychology; Political 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":[],"consensus_categories":[],"category_scores_codex":[0.0005830617,0.001281628,0.001133454,0.001540981,0.001153656,0.002162097,0.001478092,0.001526418,0.1132923],"category_scores_gemma":[0.002200259,0.00102012,0.0006817657,0.001424577,0.000812732,0.003260842,0.002260956,0.005876649,0.1272371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008350266,"about_ca_system_score_gemma":0.002022071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007024037,"about_ca_topic_score_gemma":0.002348001,"domain_scores_codex":[0.9994758,0.00006843558,0.00003187225,0.00007518753,0.0003175403,0.00003121986],"domain_scores_gemma":[0.999222,0.0002633606,0.00004396549,0.00007670672,0.0002777232,0.000116169],"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":[0.00001133817,0.00006550374,0.00005520951,0.0003945945,0.000004034385,0.00009172231,0.0002364105,0.0003153845,0.001095891,0.0200486,0.8672972,0.1103841],"study_design_scores_gemma":[0.000002313371,0.000009178279,0.00005749076,0.0001094617,9.452175e-7,0.0001160186,0.00002323781,0.00008275339,0.00008169518,0.005725407,0.9937883,0.000003231196],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001148525,0.1004383,0.07013191,0.0262384,0.01375586,0.0005432349,0.00297662,0.006223167,0.7785439],"genre_scores_gemma":[0.003449569,0.04464009,0.03815937,0.009729065,0.001772434,0.0004522561,0.00201103,0.001221267,0.8985649],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1132923,"threshold_uncertainty_score":0.3790006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01936568486020472,"score_gpt":0.2445661632303168,"score_spread":0.2252004783701121,"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."}}