{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001639462,0.002446954,0.001233978,0.001560333,0.004314315,0.004201952,0.001969677,0.002987735,0.07105365],"category_scores_gemma":[0.00859026,0.000613255,0.002030251,0.0007139388,0.003220645,0.007610219,0.005464631,0.00536849,0.0379113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007784086,"about_ca_system_score_gemma":0.00109537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002630207,"about_ca_topic_score_gemma":0.003154012,"domain_scores_codex":[0.9985895,0.0002568732,0.00007785852,0.0002812883,0.0005371402,0.0002573474],"domain_scores_gemma":[0.9976941,0.0002770037,0.0001812924,0.0004692826,0.0006733066,0.0007051097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005501933,0.001720577,0.02114145,0.001326164,0.0003093079,0.001892857,0.02826694,0.0008954995,0.04578446,0.05922033,0.319794,0.5190983],"study_design_scores_gemma":[0.00008433023,0.001067034,0.02703174,0.001180987,0.0002256232,0.003053726,0.02364746,0.001400202,0.009775336,0.06426662,0.8678707,0.0003960805],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1843357,0.005396288,0.1504273,0.03987315,0.01057193,0.00176092,0.001886505,0.009137876,0.5966105],"genre_scores_gemma":[0.3098311,0.004148966,0.2537417,0.01305978,0.00113767,0.001019823,0.001480386,0.003450275,0.4121303],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07105365,"threshold_uncertainty_score":0.2376981,"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."}}