{"id":"W2565213736","doi":"10.12968/prps.2017.sup192.11","title":"Counting in threes","year":2016,"lang":"en","type":"article","venue":"Practical Pre-School","topic":"Science Education and Perceptions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Olds College","funders":"","keywords":"Spotting; Simple (philosophy); Computer science; Mathematics education; Mathematics; Psychology; Artificial intelligence; Epistemology; Philosophy","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":[0.000578319,0.00006892723,0.00007836595,0.00007712829,0.00006137734,0.000042455,0.0001283476,0.00007583651,0.07812423],"category_scores_gemma":[0.002859115,0.00004708774,0.00002867962,0.0001947041,0.0000853458,0.0004144516,0.00002743789,0.0001940871,0.01494297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006551386,"about_ca_system_score_gemma":0.000117366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001346715,"about_ca_topic_score_gemma":0.0000783439,"domain_scores_codex":[0.9990174,0.0001153112,0.0001926434,0.0002543396,0.0001571827,0.0002631717],"domain_scores_gemma":[0.9988478,0.0006013692,0.0000501881,0.0002750122,0.00003992537,0.0001857092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001475751,0.0008268692,0.7127239,0.00000536922,0.00002173609,0.00002324832,0.002909062,0.000001638705,0.008992717,0.0616272,0.1819968,0.03072389],"study_design_scores_gemma":[0.0003437831,0.00002897181,0.9089122,0.00001491039,0.000005324647,0.00003011581,0.0008498893,0.00001925215,0.00002118085,0.003360151,0.0863042,0.0001100616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7103738,0.00003718622,0.00384685,0.04076575,0.001563138,0.0002081311,0.000003583515,0.00008639348,0.2431151],"genre_scores_gemma":[0.9851445,0.000007989081,0.001328663,0.001208981,0.0003300562,0.0000586286,7.386976e-7,0.000007753307,0.01191271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2747706,"threshold_uncertainty_score":0.985824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09255820269112408,"score_gpt":0.4543335862313333,"score_spread":0.3617753835402092,"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."}}