{"id":"W4224279298","doi":"10.1007/s42330-022-00202-9","title":"Do You Need ‘The Machine’? Tipping in Canada Is Unconscious (Part I)","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Child Therapy and Development","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Tipping point (physics); Unconscious mind; State (computer science); Point (geometry); Assertion; Service (business); Media studies; Public relations; Sociology; History; Political science; Psychology; Business; Marketing; Computer science; Mathematics; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.001320106,0.0002411617,0.000321984,0.0008380517,0.01630042,0.005723956,0.001437861,0.002116737,0.01709676],"category_scores_gemma":[0.007986808,0.000254329,0.0002839944,0.002935897,0.008114018,0.002709679,0.002560078,0.004646437,0.00120796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05424482,"about_ca_system_score_gemma":0.1012306,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9857226,"about_ca_topic_score_gemma":0.9934829,"domain_scores_codex":[0.998052,0.0002227619,0.00004598511,0.0001980083,0.0007126924,0.0007685361],"domain_scores_gemma":[0.9970359,0.0004044614,0.0002640767,0.00008658332,0.001324374,0.0008845769],"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":[0.0001318479,0.0001932663,0.06541064,0.0004457123,0.00003421917,0.001519396,0.3402235,0.0001361078,0.0006923133,0.08129211,0.3837962,0.1261247],"study_design_scores_gemma":[0.00001788672,0.00003207636,0.09112421,0.0006999369,0.00003167268,0.0005043474,0.4059506,0.0001217981,0.0002353706,0.006263188,0.4949273,0.00009164251],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.291157,0.01130771,0.0006807319,0.2027302,0.002385642,0.0001862182,0.001418732,0.00005564533,0.490078],"genre_scores_gemma":[0.8380105,0.008402984,0.0005502677,0.02950757,0.0002625934,0.00007370336,0.0003896175,0.000101889,0.1227008],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05424482,"threshold_uncertainty_score":0.3935756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01167478006080408,"score_gpt":0.249721493177538,"score_spread":0.2380467131167339,"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."}}