{"id":"W4367677726","doi":"10.1080/00107514.2023.2203674","title":"Discovering the nature of light: the science and the story <b>Discovering the nature of light: the science and the story</b> , by Norval Fortson, Seattle, USA, University of Washington, 2022, 220 pp., 68 USD (hardback), ISBN: 978-981-124-959-4. Scope: general interest. Level: general readership","year":2022,"lang":"en","type":"article","venue":"Contemporary Physics","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Engineering physics; 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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.008533636,0.0002405023,0.0003363282,0.00005330645,0.006366177,0.0002667747,0.003608659,0.0001069356,0.00003831193],"category_scores_gemma":[0.0003899221,0.0001122118,0.0001481751,0.001358564,0.01236078,0.0010059,0.001820432,0.0016567,9.861521e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002218936,"about_ca_system_score_gemma":0.0009654318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0021126,"about_ca_topic_score_gemma":0.00179062,"domain_scores_codex":[0.9958005,0.001663008,0.0002972768,0.0004336797,0.00143792,0.0003676302],"domain_scores_gemma":[0.9968331,0.0008878468,0.0006054605,0.001175295,0.0004219485,0.00007633437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001200177,0.0002681594,0.00361232,0.0001636038,0.0002247098,0.000002867233,0.6041601,0.0003718121,0.05953576,0.2529617,0.07035363,0.007145104],"study_design_scores_gemma":[0.00413136,0.0002647796,0.01856401,0.0003298851,0.0002848553,0.00001182019,0.555689,0.00457248,0.009518933,0.002990948,0.4027367,0.0009052716],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9175047,0.01306083,0.00003740872,0.06243122,0.0006918067,0.001202017,0.0002120478,0.00002085567,0.004839066],"genre_scores_gemma":[0.9952595,0.002430656,0.00001433183,0.001006055,0.000216078,0.00001616785,0.00001107782,0.00001775898,0.00102837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3323831,"threshold_uncertainty_score":0.9949274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1450455018415847,"score_gpt":0.3239793416939949,"score_spread":0.1789338398524102,"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."}}