{"id":"W2273939358","doi":"","title":"Company Interactions with Open Platforms","year":2007,"lang":"en","type":"article","venue":"The open source business resource","topic":"Business Strategy and Innovation","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001392983,0.0004195685,0.0004235959,0.0003456153,0.001405875,0.00368562,0.002887707,0.0001182779,0.0006692249],"category_scores_gemma":[0.00004962541,0.0002723689,0.00005517952,0.003631702,0.0002614583,0.004420346,0.001846894,0.0003657136,0.0005654022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007054937,"about_ca_system_score_gemma":0.0000729143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004785095,"about_ca_topic_score_gemma":0.003333373,"domain_scores_codex":[0.997685,0.00001182324,0.0006109176,0.0005710287,0.0004659517,0.0006552573],"domain_scores_gemma":[0.9975621,0.0001209774,0.0006477211,0.0008502351,0.0007887615,0.00003028168],"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":[0.01252513,0.002938667,0.1159776,0.0009651089,0.0009012609,0.0002991198,0.001878411,0.0219054,0.002865804,0.3126592,0.2031094,0.3239749],"study_design_scores_gemma":[0.001345797,0.00001137656,0.09945881,0.0001595177,0.00006705373,0.00005297691,0.0016302,0.001467667,0.00003312787,0.0008333774,0.8944471,0.0004929318],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3941519,0.00005718685,0.05592781,0.005943918,0.0005666056,0.002568318,0.000004895452,0.0004474047,0.540332],"genre_scores_gemma":[0.9816014,0.000001400651,0.00035489,0.007472638,0.001277893,0.00007892623,0.0001643851,0.0001085765,0.008939928],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6913378,"threshold_uncertainty_score":0.9999728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03659350643034765,"score_gpt":0.2685145079313976,"score_spread":0.23192100150105,"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."}}