{"id":"W4238039732","doi":"10.12968/prps.2018.sup210.11","title":"Messy measuring","year":2018,"lang":"en","type":"article","venue":"Practical Pre-School","topic":"Themes in Literature Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Olds College","funders":"","keywords":"Narrative; Context (archaeology); Measure (data warehouse); Psychology; Computer science; Epistemology; Linguistics; Philosophy; History; Data mining","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":[0.009883494,0.001283593,0.0007820126,0.003551571,0.00328816,0.005665689,0.001651628,0.00183874,0.0723504],"category_scores_gemma":[0.04659184,0.0006212264,0.0007594574,0.003495845,0.008772384,0.01241256,0.00648633,0.004510878,0.02116574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004386987,"about_ca_system_score_gemma":0.002945516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004728259,"about_ca_topic_score_gemma":0.006650065,"domain_scores_codex":[0.987631,0.004254218,0.0009580223,0.002135859,0.004485709,0.0005352194],"domain_scores_gemma":[0.9847106,0.005092284,0.001174034,0.003282049,0.005007881,0.0007331892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001314789,0.00004800662,0.003002989,0.0006370264,0.00004648459,0.0001034043,0.007112506,0.0002949846,0.001211072,0.5917003,0.2024216,0.1932902],"study_design_scores_gemma":[0.00001855435,0.00009802531,0.002946531,0.000819581,0.0000344941,0.0002766103,0.003296863,0.0003551452,0.001108386,0.1348718,0.8561132,0.00006074248],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01209768,0.01100678,0.1331886,0.05092685,0.01027109,0.0006996467,0.002340529,0.001913834,0.777555],"genre_scores_gemma":[0.295649,0.01471524,0.1408125,0.03305906,0.003992849,0.00193049,0.002171566,0.002817772,0.5048516],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0723504,"threshold_uncertainty_score":0.2420362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04860667448326212,"score_gpt":0.3008940973036535,"score_spread":0.2522874228203913,"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."}}