{"id":"W2425427665","doi":"10.12968/prps.2016.sup186.13","title":"Weighing it all up","year":2016,"lang":"en","type":"article","venue":"Practical Pre-School","topic":"Experimental and Theoretical Physics Studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Olds College","funders":"","keywords":"Work (physics); Computer science; Psychology; Engineering; Mechanical engineering","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001343546,0.0001821279,0.0001943176,0.00001596404,0.0001227812,0.00005680368,0.0001335193,0.00003346781,0.006857343],"category_scores_gemma":[0.0001451724,0.0001132729,0.0001199945,0.00005382724,0.0001456746,0.0004498383,0.0002222953,0.0002151181,0.002796229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003856676,"about_ca_system_score_gemma":0.00003675239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003863189,"about_ca_topic_score_gemma":2.909815e-7,"domain_scores_codex":[0.9988261,0.00006538402,0.0002226887,0.000304854,0.000209597,0.000371313],"domain_scores_gemma":[0.9988755,0.0004434224,0.00006973284,0.0002524352,0.00004396767,0.0003149665],"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":[0.00008109227,0.0002139614,0.002138951,0.00000400279,0.0001585954,0.000003106515,0.0001111674,2.949635e-7,0.009193884,0.9705366,0.01517965,0.002378627],"study_design_scores_gemma":[0.0007140952,0.00007874659,0.0003085617,0.00003883657,0.00005547612,0.000001318367,0.0002447389,0.00003164008,0.01560696,0.9296858,0.05292994,0.0003039281],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01684001,0.00004939371,0.03427835,0.01372269,0.0005342307,0.0002580002,0.00002280464,0.00008856435,0.9342059],"genre_scores_gemma":[0.9931886,0.000005395716,0.0008491468,0.0005389823,0.0007488171,0.00005406081,0.000003958676,0.00002160466,0.004589475],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9763486,"threshold_uncertainty_score":0.9979802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02175291836564699,"score_gpt":0.3301763633909405,"score_spread":0.3084234450252936,"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."}}