{"id":"W4226138315","doi":"","title":"Exchanging humpty dumpties is not a solution: : Why a representational view of knowledge must be replaced with an action-based approach.","year":2021,"lang":"en","type":"letter","venue":"Lancaster EPrints (Lancaster University)","topic":"Child and Animal Learning Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Action (physics); Representation (politics); Social knowledge; Epistemology; Cognitive science; Psychology; Knowledge representation and reasoning; Computer science; Artificial intelligence; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002318878,0.0005746114,0.0008267516,0.0007079981,0.0002329209,0.00008186681,0.000549431,0.0005794903,0.007545341],"category_scores_gemma":[0.0000102766,0.000582303,0.0002735016,0.0006436507,0.0002192075,0.0002369255,0.0002758563,0.001314022,0.0002054267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000205076,"about_ca_system_score_gemma":0.0002635547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001196651,"about_ca_topic_score_gemma":0.00009094108,"domain_scores_codex":[0.9964168,0.0005496809,0.0004342937,0.001474424,0.0004974721,0.0006273127],"domain_scores_gemma":[0.9977552,0.0001581095,0.0005030793,0.001136511,0.0003148273,0.000132306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005458899,0.002087742,0.08687547,0.004896199,0.004046421,0.006105659,0.03777238,0.00001286937,0.0003702274,0.001234749,0.8413948,0.009744531],"study_design_scores_gemma":[0.002337042,0.0002063307,0.07919972,0.0005912617,0.0002221737,0.0001633803,0.002366491,0.0001635882,0.000138054,0.000003443565,0.9138306,0.0007779567],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1740939,0.0007845737,0.03343684,0.2319771,0.004245976,0.00371239,0.001105273,0.000861408,0.5497826],"genre_scores_gemma":[0.1745579,0.00005435496,0.01436413,0.3429275,0.006309106,0.00007491402,0.004912088,0.0005169418,0.4562831],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1109504,"threshold_uncertainty_score":0.9996628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1023095613353283,"score_gpt":0.2906704060578434,"score_spread":0.1883608447225151,"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."}}